Inspire: Benchmarking Scientific Literature Search for Open Research Problems
Jianrong Ding, Zhengyan Shi, Jianyuan Zhong, Kai Qiu, Qi Dai, Yifan Yang, Chong Luo, Qiang Xu
September 2026
arXiv | September 2026
Yifan Yang
Senior Researcher
出版物
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V-ICAL Bench: Evaluating Video In-Context Learning for Multimodal Agents in Interactive Environments
Zi-Qian Fan, Shi-Bo Xu, Jun-Jie Li, Xiang-Yu Zhao, Sheng-Yuan Ding, Yifan Yang, Zhen-Jie Yang, Haodong Duan, Yue Zhou, Zhi-Hang Zhong, Xue Yang
September 2026
arXiv | September 2026
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ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
August 2026
arXiv | August 2026
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OmniCAD: A Large-Scale Benchmark for 3D Spatial Reasoning in Robotics Assemblies
Mingjia Wang, Taiting Lu, Ziwei Dong, Si-Song Bei, Jingying Zeng, Runze Liu, Kaiyuan Lin, Hongxing Pan, Kai Zhang, Yizheng Hou, Yang Zheng, Chenchen Guo, Wei Meng, Shubin Lyu, Zhi Zheng, Dexun Wang, Xinyu Bai, S.-B. Qian, Zhangzixin, Meng Pan, Guoliang Shi, Lin Ma, Yifan Yang, Qi He, Yi-Chao Chen, Yincheng Jin, Sung-Liang Chen, Mahanth Gowda
August 2026
arXiv | August 2026
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Beyond Text Conditioning: A Systematic Study of MLLM-DiT Fusion for Video Generation
Yanbo Ding, Yijia Fan, Caihua Shan, Yifan Yang, Yifei Shen, Weijie Wang, Xirui Hu, Dongsheng Li, Lili Qiu, Yuqing Yang, Yali Wang
August 2026
arXiv | August 2026
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VidForensics-M1: Meta-Detection Reinforcement Learning with Verifiable Temporal Grounding for AI-Generated Video Forensics
Bowei Liu, Zheng Lu, Yuhan Bian, Xinchen Zhang, Xin Shui, Yuesheng Huang, Xuhuan Li, Zihao Liu, Yifan Yang, Jun Zhou, Xiu Li
August 2026
arXiv | August 2026
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OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction
Taiting Lu, Runze Liu, Ziwei Dong, Sisong Bei, Jingying Zeng, Mingjia Wang, Zhenghao Li, Kaiyuan Lin, Yi-Shan Wu, Yang Zheng, Hongxing Pan, Kai Zhang, Guoliang Shi, Lin Ma, Yifan Yang, Jiaying Lu, Qi He, Sung-Liang Chen, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
August 2026
arXiv | August 2026
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DocAtlas: Long-Document Understanding as Mutable-State Interaction
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
July 2026
arXiv | July 2026
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SciDiagramEdit: Learning to Edit Scientific Diagrams from Paper Revisions
Yasheng Sun, Zezi Zeng, Yifan Yang, Chong Luo, Wenyi Wang, Ziwei Liu, Jurgen Schmidhuber
July 2026
arXiv | July 2026
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Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation
Yifan Zhou, Qihao Yang, Yan Li, Donggang Li, Xiru Hu, Hokin Deng, Ziyang Gong, Xuanyi Zhou, Huacan Wang, Xiang-yu Yan, Wanghan Xu, Wenlong Zhang, Shaofeng Zhang, Yueying Zhou, Yifan Yang, Zhihang Zhong, Xue Yang
July 2026
arXiv | July 2026
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OmniLayout: A Schematic-Coupled Multimodal Benchmark for Constraint-Aware Geometric Reasoning in PCB Layout
Taiting Lu, Kaiyuan Lin, Mingjia Wang, Haolin Ye, Runze Liu, Yuxin Tian, V. Melkonyan, Haoyu Wang, Muchuan Wang, Chufan Hong, Yifan Yang, Sung-Liang Chen, Yi-Chao Chen, Yicheng Jin, Mahanth Gowda
July 2026
arXiv | July 2026
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Latent Spatial Memory for Video World Models
Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang
June 2026
arXiv | June 2026
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WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
Wanli Li, Bowen Zhou, Yu Yu, Zhouyun Xu, Yifan Yang, Dongsheng Li, Caihua Shan
June 2026
arXiv | June 2026
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Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
June 2026
arXiv | June 2026
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From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
May 2026
arXiv | May 2026
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SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
May 2026
arXiv | May 2026
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Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
May 2026
arXiv | May 2026
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EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
Ruofei Ju, Xinrui Wang, Xin Ding, Yifan Yang, Haotian Wu, Shiqi Jiang, Qianxi Zhang, Hao Wen, Xiangyu Li, Weijun Wang, Kunchang Li, Yunxin Liu, Haipeng Dai, Wei Wang, Ting Cao
May 2026
arXiv | May 2026
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MemCompiler: Compile, Don’t Inject — State-Conditioned Memory for Embodied Agents
Xintao Ding, Xinrui Wang, Yifan Yang, Hao Wu, Shiqi Jiang, Qianxi Zhang, Liang Mi, Hanxin Zhu, Kunxi Li, Yunxin Liu, Zhibo Chen, Ting Cao
May 2026
arXiv | May 2026
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A Comprehensive Ecosystem for Open-Domain Customized Video Generation
Jingxu Zhang, Yuqian Hong, Daneul Kim, Kai Qiu, Qi Dai, Jianmin Bao, Yifan Yang, Xiaoyan Sun, Chong Luo
ICASSP 2026 | May 2026
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World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
April 2026
arXiv | April 2026
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VidGuard-R1: AI-Generated Video Detection and Explanation via Reasoning MLLMs and RL
Kyoungjun Park, Yifan Yang, Juheon Yi, Shicheng Zheng, Yifei Shen, Dongqi Han, Caihua Shan, Muhammad Muaz, Lili Qiu
ICLR 2026 | April 2026
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MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
Yan Li, Zezi Zeng, Yifan Yang, Yuqing Yang, Ning Liao, Weiwei Guo, Lili Qiu, Mingxi Cheng, Qiuchao Dai, Zhendong Wang, Zhengyuan Yang, Xue Yang, Ji Li, Lijuan Wang, Chong Luo
April 2026
arXiv | April 2026
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AMID: Model-Agnostic Dataset Distillation by Adversarial Mutual Information Minimization
Aoqi Wu, Junming Liu, Yuwei Zhang, Weiquan Huang, Liang Hu, Yifan Yang, Qi Zhang, Jiaxing Miao, Yuhan Tang, Zhongyuan Lai
ACM Web Conference 2026 | April 2026
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AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
April 2026
arXiv | April 2026
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OmniSch: A Multimodal PCB Schematic Benchmark For Structured Diagram Visual Reasoning
Taiting Lu, Kaiyuan Lin, Yuxin Tian, Yubo Wang, Muchuan Wang, Sharique Khatri, Akshit Kartik, Yixi Wang, Amey Rane, Yida Wang, Yifan Yang, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
March 2026
arXiv | March 2026
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BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation
Yan Li, Zezi Zeng, Ziwei Zhou, Xin Gao, Muzhao Tian, Yifan Yang, Ming-Hung Cheng, Qiaomin Dai, Yuqing Yang, Lili Qiu, Zhendong Wang, Zhengyuan Yang, Xue Yang, Lijuan Wang, Ji Li, Chong Luo
March 2026
arXiv | March 2026
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Em-Garde: A Propose-Match Framework for Proactive Streaming Video Understanding
Yikai Zheng, Xin Ding, Yifan Yang, Shiqi Jiang, Hao Wu, Qianxi Zhang, Weijun Wang, Ting Cao, Yunxin Liu
March 2026
arXiv | March 2026
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EvoTok: A Unified Image Tokenizer via Residual Latent Evolution for Visual Understanding and Generation
Yan Li, Ning Liao, Xiangyu Zhao, Shaofeng Zhang, Xiaoxing Wang, Yifan Yang, Junchi Yan, Xue Yang
March 2026
arXiv | March 2026
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RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
ICML 2026 | February 2026
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ICLabAgent: Multi-Agent LMM Framework for Integrated Circuit Footprint Geometry Labeling
Yida Wang, Yixin Liu, Taiting Lu, Lanqing Yang, Dian Ding, Juntao Zhou, Yifan Yang, Yi-Chao Chen, Mahanth Gowda
November 2025
November 2025
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AVA: Towards Agentic Video Analytics with Vision Language Models
Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
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Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
ICML 2026 | October 2025
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Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
ICML 2026 | October 2025
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AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
ICML 2026 | September 2025
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Phi-Ground Tech Report: Advancing Perception in GUI Grounding
Miaosen Zhang, Ziqiang Xu, Jialiang Zhu, Qi Dai, Kai Qiu, Yifan Yang, Chong Luo, Tianyi Chen, Justin Wagle, Tim Franklin, Baining Guo
MSR-TR-2025-63 | July 2025
Microsoft による投稿
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A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
ICML 2026 | July 2025
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VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
The Eighth Annual Conference on Machine Learning and Systems | May 2025
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Efficient and Adaptive Diffusion Model Inference Through Lookup Table on Mobile Devices
Qipeng Wang, Shiqi Jiang, Yifan Yang, Ruiqi Liu, Yuanchun Li, Ting Cao, Xuanzhe Liu
IEEE Transactions on Mobile Computing (TMC) | April 2025, pp. 1-18
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StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition
Xin Ding, Hao Wu, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Donglin Bai, Zhibo Chen, Ting Cao
International Conference on Computer Vision (ICCV'25) | March 2025
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Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
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Region-Adaptive Sampling for Diffusion Transformers
Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
February 2025
arXiv | February 2025
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REDUCIO! Generating 1024⨉1024 Video within 16 Seconds using Extremely Compressed Motion Latents
Rui Tian, Qi Dai, Jianmin Bao, Kai Qiu, Yifan Yang, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
2024 International Conference on Computer Vision | November 2024
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LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
Empirical Methods in Natural Language Processing | November 2024
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LLM2CLIP: Powerful Language Model Unlocks Richer Cross-Modality Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Chunyu Wang, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling
Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu
October 2024
arXiv | October 2024
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Real-Time Neural Video Recovery and Enhancement on Mobile Devices
Yifan Yang, Yuqing Yang, Lili Qiu
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
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Understanding and Improving Training-free Loss-based Diffusion Guidance
Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li
NeurIPS 2024 | March 2024
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Large Multimodal Model for Real-World Radiology Report Generation
Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
December 2023
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Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
International Conference on Computer Vision | October 2023
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ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
NeurIPS 2023 | October 2023
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Online Video Super-Resolution with Convolutional Kernel Bypass Graft
Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
IEEE Transactions on Multimedia | February 2023
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Similarity Distribution based Membership Inference Attack on Person Re-identification
Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao
AAAI 2023 | February 2023
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Towards Inference Efficient Deep Ensemble Learning
Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
AAAI 23 | February 2023
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Directional Self-supervised Learning for Heavy Image Augmentations
Yalong Bai, Yifan Yang, Wei Zhang, Tao Mei
Computer Vision and Pattern Recognition | November 2021
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Inspire: Benchmarking Scientific Literature Search for Open Research Problems
Jianrong Ding, Zhengyan Shi, Jianyuan Zhong, Kai Qiu, Qi Dai, Yifan Yang, Chong Luo, Qiang Xu
September 2026
arXiv | September 2026
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V-ICAL Bench: Evaluating Video In-Context Learning for Multimodal Agents in Interactive Environments
Zi-Qian Fan, Shi-Bo Xu, Jun-Jie Li, Xiang-Yu Zhao, Sheng-Yuan Ding, Yifan Yang, Zhen-Jie Yang, Haodong Duan, Yue Zhou, Zhi-Hang Zhong, Xue Yang
September 2026
arXiv | September 2026
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OmniCAD: A Large-Scale Benchmark for 3D Spatial Reasoning in Robotics Assemblies
Mingjia Wang, Taiting Lu, Ziwei Dong, Si-Song Bei, Jingying Zeng, Runze Liu, Kaiyuan Lin, Hongxing Pan, Kai Zhang, Yizheng Hou, Yang Zheng, Chenchen Guo, Wei Meng, Shubin Lyu, Zhi Zheng, Dexun Wang, Xinyu Bai, S.-B. Qian, Zhangzixin, Meng Pan, Guoliang Shi, Lin Ma, Yifan Yang, Qi He, Yi-Chao Chen, Yincheng Jin, Sung-Liang Chen, Mahanth Gowda
August 2026
arXiv | August 2026
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Beyond Text Conditioning: A Systematic Study of MLLM-DiT Fusion for Video Generation
Yanbo Ding, Yijia Fan, Caihua Shan, Yifan Yang, Yifei Shen, Weijie Wang, Xirui Hu, Dongsheng Li, Lili Qiu, Yuqing Yang, Yali Wang
August 2026
arXiv | August 2026
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VidForensics-M1: Meta-Detection Reinforcement Learning with Verifiable Temporal Grounding for AI-Generated Video Forensics
Bowei Liu, Zheng Lu, Yuhan Bian, Xinchen Zhang, Xin Shui, Yuesheng Huang, Xuhuan Li, Zihao Liu, Yifan Yang, Jun Zhou, Xiu Li
August 2026
arXiv | August 2026
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OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction
Taiting Lu, Runze Liu, Ziwei Dong, Sisong Bei, Jingying Zeng, Mingjia Wang, Zhenghao Li, Kaiyuan Lin, Yi-Shan Wu, Yang Zheng, Hongxing Pan, Kai Zhang, Guoliang Shi, Lin Ma, Yifan Yang, Jiaying Lu, Qi He, Sung-Liang Chen, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
August 2026
arXiv | August 2026
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OmniLayout: A Schematic-Coupled Multimodal Benchmark for Constraint-Aware Geometric Reasoning in PCB Layout
Taiting Lu, Kaiyuan Lin, Mingjia Wang, Haolin Ye, Runze Liu, Yuxin Tian, V. Melkonyan, Haoyu Wang, Muchuan Wang, Chufan Hong, Yifan Yang, Sung-Liang Chen, Yi-Chao Chen, Yicheng Jin, Mahanth Gowda
July 2026
arXiv | July 2026
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Latent Spatial Memory for Video World Models
Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang
June 2026
arXiv | June 2026
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World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
April 2026
arXiv | April 2026
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MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
Yan Li, Zezi Zeng, Yifan Yang, Yuqing Yang, Ning Liao, Weiwei Guo, Lili Qiu, Mingxi Cheng, Qiuchao Dai, Zhendong Wang, Zhengyuan Yang, Xue Yang, Ji Li, Lijuan Wang, Chong Luo
April 2026
arXiv | April 2026
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AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
April 2026
arXiv | April 2026
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OmniSch: A Multimodal PCB Schematic Benchmark For Structured Diagram Visual Reasoning
Taiting Lu, Kaiyuan Lin, Yuxin Tian, Yubo Wang, Muchuan Wang, Sharique Khatri, Akshit Kartik, Yixi Wang, Amey Rane, Yida Wang, Yifan Yang, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
March 2026
arXiv | March 2026
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BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation
Yan Li, Zezi Zeng, Ziwei Zhou, Xin Gao, Muzhao Tian, Yifan Yang, Ming-Hung Cheng, Qiaomin Dai, Yuqing Yang, Lili Qiu, Zhendong Wang, Zhengyuan Yang, Xue Yang, Lijuan Wang, Ji Li, Chong Luo
March 2026
arXiv | March 2026
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Em-Garde: A Propose-Match Framework for Proactive Streaming Video Understanding
Yikai Zheng, Xin Ding, Yifan Yang, Shiqi Jiang, Hao Wu, Qianxi Zhang, Weijun Wang, Ting Cao, Yunxin Liu
March 2026
arXiv | March 2026
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ICLabAgent: Multi-Agent LMM Framework for Integrated Circuit Footprint Geometry Labeling
Yida Wang, Yixin Liu, Taiting Lu, Lanqing Yang, Dian Ding, Juntao Zhou, Yifan Yang, Yi-Chao Chen, Mahanth Gowda
November 2025
November 2025
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Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
ICML 2026 | October 2025
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AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
ICML 2026 | September 2025
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Phi-Ground Tech Report: Advancing Perception in GUI Grounding
Miaosen Zhang, Ziqiang Xu, Jialiang Zhu, Qi Dai, Kai Qiu, Yifan Yang, Chong Luo, Tianyi Chen, Justin Wagle, Tim Franklin, Baining Guo
MSR-TR-2025-63 | July 2025
Microsoft による投稿
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A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
ICML 2026 | July 2025
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VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
The Eighth Annual Conference on Machine Learning and Systems | May 2025
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StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition
Xin Ding, Hao Wu, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Donglin Bai, Zhibo Chen, Ting Cao
International Conference on Computer Vision (ICCV'25) | March 2025
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Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
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Region-Adaptive Sampling for Diffusion Transformers
Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
February 2025
arXiv | February 2025
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REDUCIO! Generating 1024⨉1024 Video within 16 Seconds using Extremely Compressed Motion Latents
Rui Tian, Qi Dai, Jianmin Bao, Kai Qiu, Yifan Yang, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
2024 International Conference on Computer Vision | November 2024
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LLM2CLIP: Powerful Language Model Unlocks Richer Cross-Modality Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Chunyu Wang, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling
Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu
October 2024
arXiv | October 2024
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Understanding and Improving Training-free Loss-based Diffusion Guidance
Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li
NeurIPS 2024 | March 2024
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Online Video Super-Resolution with Convolutional Kernel Bypass Graft
Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
IEEE Transactions on Multimedia | February 2023
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Similarity Distribution based Membership Inference Attack on Person Re-identification
Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao
AAAI 2023 | February 2023
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Directional Self-supervised Learning for Heavy Image Augmentations
Yalong Bai, Yifan Yang, Wei Zhang, Tao Mei
Computer Vision and Pattern Recognition | November 2021
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ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
August 2026
arXiv | August 2026
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DocAtlas: Long-Document Understanding as Mutable-State Interaction
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
July 2026
arXiv | July 2026
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Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation
Yifan Zhou, Qihao Yang, Yan Li, Donggang Li, Xiru Hu, Hokin Deng, Ziyang Gong, Xuanyi Zhou, Huacan Wang, Xiang-yu Yan, Wanghan Xu, Wenlong Zhang, Shaofeng Zhang, Yueying Zhou, Yifan Yang, Zhihang Zhong, Xue Yang
July 2026
arXiv | July 2026
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WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
Wanli Li, Bowen Zhou, Yu Yu, Zhouyun Xu, Yifan Yang, Dongsheng Li, Caihua Shan
June 2026
arXiv | June 2026
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Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
June 2026
arXiv | June 2026
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SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
May 2026
arXiv | May 2026
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From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
May 2026
arXiv | May 2026
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Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
May 2026
arXiv | May 2026
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EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
Ruofei Ju, Xinrui Wang, Xin Ding, Yifan Yang, Haotian Wu, Shiqi Jiang, Qianxi Zhang, Hao Wen, Xiangyu Li, Weijun Wang, Kunchang Li, Yunxin Liu, Haipeng Dai, Wei Wang, Ting Cao
May 2026
arXiv | May 2026
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MemCompiler: Compile, Don’t Inject — State-Conditioned Memory for Embodied Agents
Xintao Ding, Xinrui Wang, Yifan Yang, Hao Wu, Shiqi Jiang, Qianxi Zhang, Liang Mi, Hanxin Zhu, Kunxi Li, Yunxin Liu, Zhibo Chen, Ting Cao
May 2026
arXiv | May 2026
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VidGuard-R1: AI-Generated Video Detection and Explanation via Reasoning MLLMs and RL
Kyoungjun Park, Yifan Yang, Juheon Yi, Shicheng Zheng, Yifei Shen, Dongqi Han, Caihua Shan, Muhammad Muaz, Lili Qiu
ICLR 2026 | April 2026
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MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
Yan Li, Zezi Zeng, Yifan Yang, Yuqing Yang, Ning Liao, Weiwei Guo, Lili Qiu, Mingxi Cheng, Qiuchao Dai, Zhendong Wang, Zhengyuan Yang, Xue Yang, Ji Li, Lijuan Wang, Chong Luo
April 2026
arXiv | April 2026
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AMID: Model-Agnostic Dataset Distillation by Adversarial Mutual Information Minimization
Aoqi Wu, Junming Liu, Yuwei Zhang, Weiquan Huang, Liang Hu, Yifan Yang, Qi Zhang, Jiaxing Miao, Yuhan Tang, Zhongyuan Lai
ACM Web Conference 2026 | April 2026
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OmniSch: A Multimodal PCB Schematic Benchmark For Structured Diagram Visual Reasoning
Taiting Lu, Kaiyuan Lin, Yuxin Tian, Yubo Wang, Muchuan Wang, Sharique Khatri, Akshit Kartik, Yixi Wang, Amey Rane, Yida Wang, Yifan Yang, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
March 2026
arXiv | March 2026
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BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation
Yan Li, Zezi Zeng, Ziwei Zhou, Xin Gao, Muzhao Tian, Yifan Yang, Ming-Hung Cheng, Qiaomin Dai, Yuqing Yang, Lili Qiu, Zhendong Wang, Zhengyuan Yang, Xue Yang, Lijuan Wang, Ji Li, Chong Luo
March 2026
arXiv | March 2026
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EvoTok: A Unified Image Tokenizer via Residual Latent Evolution for Visual Understanding and Generation
Yan Li, Ning Liao, Xiangyu Zhao, Shaofeng Zhang, Xiaoxing Wang, Yifan Yang, Junchi Yan, Xue Yang
March 2026
arXiv | March 2026
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RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
ICML 2026 | February 2026
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ICLabAgent: Multi-Agent LMM Framework for Integrated Circuit Footprint Geometry Labeling
Yida Wang, Yixin Liu, Taiting Lu, Lanqing Yang, Dian Ding, Juntao Zhou, Yifan Yang, Yi-Chao Chen, Mahanth Gowda
November 2025
November 2025
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AVA: Towards Agentic Video Analytics with Vision Language Models
Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
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Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
ICML 2026 | October 2025
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Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
ICML 2026 | October 2025
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AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
ICML 2026 | September 2025
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Phi-Ground Tech Report: Advancing Perception in GUI Grounding
Miaosen Zhang, Ziqiang Xu, Jialiang Zhu, Qi Dai, Kai Qiu, Yifan Yang, Chong Luo, Tianyi Chen, Justin Wagle, Tim Franklin, Baining Guo
MSR-TR-2025-63 | July 2025
Microsoft による投稿
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Efficient and Adaptive Diffusion Model Inference Through Lookup Table on Mobile Devices
Qipeng Wang, Shiqi Jiang, Yifan Yang, Ruiqi Liu, Yuanchun Li, Ting Cao, Xuanzhe Liu
IEEE Transactions on Mobile Computing (TMC) | April 2025, pp. 1-18
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StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition
Xin Ding, Hao Wu, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Donglin Bai, Zhibo Chen, Ting Cao
International Conference on Computer Vision (ICCV'25) | March 2025
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Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
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REDUCIO! Generating 1024⨉1024 Video within 16 Seconds using Extremely Compressed Motion Latents
Rui Tian, Qi Dai, Jianmin Bao, Kai Qiu, Yifan Yang, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
2024 International Conference on Computer Vision | November 2024
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LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
Empirical Methods in Natural Language Processing | November 2024
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Understanding and Improving Training-free Loss-based Diffusion Guidance
Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li
NeurIPS 2024 | March 2024
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Large Multimodal Model for Real-World Radiology Report Generation
Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
December 2023
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Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
International Conference on Computer Vision | October 2023
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ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
NeurIPS 2023 | October 2023
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Towards Inference Efficient Deep Ensemble Learning
Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
AAAI 23 | February 2023
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Similarity Distribution based Membership Inference Attack on Person Re-identification
Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao
AAAI 2023 | February 2023
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ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
August 2026
arXiv | August 2026
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DocAtlas: Long-Document Understanding as Mutable-State Interaction
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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SciDiagramEdit: Learning to Edit Scientific Diagrams from Paper Revisions
Yasheng Sun, Zezi Zeng, Yifan Yang, Chong Luo, Wenyi Wang, Ziwei Liu, Jurgen Schmidhuber
July 2026
arXiv | July 2026
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OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction
Taiting Lu, Runze Liu, Ziwei Dong, Sisong Bei, Jingying Zeng, Mingjia Wang, Zhenghao Li, Kaiyuan Lin, Yi-Shan Wu, Yang Zheng, Hongxing Pan, Kai Zhang, Guoliang Shi, Lin Ma, Yifan Yang, Jiaying Lu, Qi He, Sung-Liang Chen, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
August 2026
arXiv | August 2026
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
July 2026
arXiv | July 2026
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EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
Ruofei Ju, Xinrui Wang, Xin Ding, Yifan Yang, Haotian Wu, Shiqi Jiang, Qianxi Zhang, Hao Wen, Xiangyu Li, Weijun Wang, Kunchang Li, Yunxin Liu, Haipeng Dai, Wei Wang, Ting Cao
May 2026
arXiv | May 2026
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AVA: Towards Agentic Video Analytics with Vision Language Models
Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
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VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
The Eighth Annual Conference on Machine Learning and Systems | May 2025
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Efficient and Adaptive Diffusion Model Inference Through Lookup Table on Mobile Devices
Qipeng Wang, Shiqi Jiang, Yifan Yang, Ruiqi Liu, Yuanchun Li, Ting Cao, Xuanzhe Liu
IEEE Transactions on Mobile Computing (TMC) | April 2025, pp. 1-18
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Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
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Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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Real-Time Neural Video Recovery and Enhancement on Mobile Devices
Yifan Yang, Yuqing Yang, Lili Qiu
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
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Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
May 2026
arXiv | May 2026
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A Comprehensive Ecosystem for Open-Domain Customized Video Generation
Jingxu Zhang, Yuqian Hong, Daneul Kim, Kai Qiu, Qi Dai, Jianmin Bao, Yifan Yang, Xiaoyan Sun, Chong Luo
ICASSP 2026 | May 2026
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Large Multimodal Model for Real-World Radiology Report Generation
Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
December 2023
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Towards Inference Efficient Deep Ensemble Learning
Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
AAAI 23 | February 2023
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Inspire: Benchmarking Scientific Literature Search for Open Research Problems
Jianrong Ding, Zhengyan Shi, Jianyuan Zhong, Kai Qiu, Qi Dai, Yifan Yang, Chong Luo, Qiang Xu
September 2026
arXiv | September 2026
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V-ICAL Bench: Evaluating Video In-Context Learning for Multimodal Agents in Interactive Environments
Zi-Qian Fan, Shi-Bo Xu, Jun-Jie Li, Xiang-Yu Zhao, Sheng-Yuan Ding, Yifan Yang, Zhen-Jie Yang, Haodong Duan, Yue Zhou, Zhi-Hang Zhong, Xue Yang
September 2026
arXiv | September 2026
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ReDeck: Step-Level Render-Grounded Refinement for Document-to-Slide Generation
Mu-Zhao Tian, Ze-Zi Zeng, Yifan Yang, Xin Gao, Yan Li, Zi-Su Huang, Xiaohua Wang, Changze Lv, Ming-Hung Cheng, Bei Liu, Kai Qiu, Qi Dai, Dong Chen, Yue Dong, Xiao-Qing Zheng, Ji Li, Chong Luo
August 2026
arXiv | August 2026
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OmniCAD: A Large-Scale Benchmark for 3D Spatial Reasoning in Robotics Assemblies
Mingjia Wang, Taiting Lu, Ziwei Dong, Si-Song Bei, Jingying Zeng, Runze Liu, Kaiyuan Lin, Hongxing Pan, Kai Zhang, Yizheng Hou, Yang Zheng, Chenchen Guo, Wei Meng, Shubin Lyu, Zhi Zheng, Dexun Wang, Xinyu Bai, S.-B. Qian, Zhangzixin, Meng Pan, Guoliang Shi, Lin Ma, Yifan Yang, Qi He, Yi-Chao Chen, Yincheng Jin, Sung-Liang Chen, Mahanth Gowda
August 2026
arXiv | August 2026
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Beyond Text Conditioning: A Systematic Study of MLLM-DiT Fusion for Video Generation
Yanbo Ding, Yijia Fan, Caihua Shan, Yifan Yang, Yifei Shen, Weijie Wang, Xirui Hu, Dongsheng Li, Lili Qiu, Yuqing Yang, Yali Wang
August 2026
arXiv | August 2026
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VidForensics-M1: Meta-Detection Reinforcement Learning with Verifiable Temporal Grounding for AI-Generated Video Forensics
Bowei Liu, Zheng Lu, Yuhan Bian, Xinchen Zhang, Xin Shui, Yuesheng Huang, Xuhuan Li, Zihao Liu, Yifan Yang, Jun Zhou, Xiu Li
August 2026
arXiv | August 2026
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OmniMech: All-in-one Multimodal Mechanical Benchmark for 3D Reconstruction
Taiting Lu, Runze Liu, Ziwei Dong, Sisong Bei, Jingying Zeng, Mingjia Wang, Zhenghao Li, Kaiyuan Lin, Yi-Shan Wu, Yang Zheng, Hongxing Pan, Kai Zhang, Guoliang Shi, Lin Ma, Yifan Yang, Jiaying Lu, Qi He, Sung-Liang Chen, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
August 2026
arXiv | August 2026
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DocAtlas: Long-Document Understanding as Mutable-State Interaction
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding
Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang, Qi Dai, Ruichun Ma, Kai Qiu, Yunsheng Li, Dongdong Chen, Chong Luo, Zhenzhong Chen, Baining Guo
July 2026
arXiv | July 2026
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RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources
Yijia Fan, Zonglin Di, Zimo Wen, Yifan Yang, Mingxi Cheng, Qi Dai, Bei Liu, Kai Qiu, Yue Dong, Ji Li, Chong Luo
July 2026
arXiv | July 2026
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SciDiagramEdit: Learning to Edit Scientific Diagrams from Paper Revisions
Yasheng Sun, Zezi Zeng, Yifan Yang, Chong Luo, Wenyi Wang, Ziwei Liu, Jurgen Schmidhuber
July 2026
arXiv | July 2026
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Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation
Yifan Zhou, Qihao Yang, Yan Li, Donggang Li, Xiru Hu, Hokin Deng, Ziyang Gong, Xuanyi Zhou, Huacan Wang, Xiang-yu Yan, Wanghan Xu, Wenlong Zhang, Shaofeng Zhang, Yueying Zhou, Yifan Yang, Zhihang Zhong, Xue Yang
July 2026
arXiv | July 2026
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OmniLayout: A Schematic-Coupled Multimodal Benchmark for Constraint-Aware Geometric Reasoning in PCB Layout
Taiting Lu, Kaiyuan Lin, Mingjia Wang, Haolin Ye, Runze Liu, Yuxin Tian, V. Melkonyan, Haoyu Wang, Muchuan Wang, Chufan Hong, Yifan Yang, Sung-Liang Chen, Yi-Chao Chen, Yicheng Jin, Mahanth Gowda
July 2026
arXiv | July 2026
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Latent Spatial Memory for Video World Models
Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang
June 2026
arXiv | June 2026
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WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
Wanli Li, Bowen Zhou, Yu Yu, Zhouyun Xu, Yifan Yang, Dongsheng Li, Caihua Shan
June 2026
arXiv | June 2026
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Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners
Zheng Lu, Mingqi Gao, Qi Xie, Wanqi Zhong, Hanwen Cui, Heng Cao, Zirui Song, Yifan Yang, Chong Luo, Bei Liu, Yiming Li
June 2026
arXiv | June 2026
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SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Yifan Yang, Ziyang Gong, Weiquan Huang, Qihao Yang, Ziwei Zhou, Zisu Huang, Yan Li, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Yuqing Yang, Dongdong Chen, Xue-Ting Yang, Chong Luo
May 2026
arXiv | May 2026
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From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Zisu Huang, Jingwen Xu, Yifan Yang, Ziyang Gong, Qihao Yang, Muzhao Tian, Xiaohua Wang, Changze Lv, Xuemei Gao, Qi Dai, Bei Liu, Kai Qiu, Xue-Ting Yang, Dongdong Chen, Xiaoqing Zheng, Chong Luo
May 2026
arXiv | May 2026
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Covering Human Action Space for Computer Use: Data Synthesis and Benchmark
Miaosen Zhang, Xiaohan Zhao, Zhihong Tan, Huoshen Zhou, Yijia Fan, Yifan Yang, Kai Qiu, Bei Liu, Justin Wagle, Chenzhong Yin, Mingxi Cheng, Ji Li, Qi Dai, Chong Luo, Xu Yang, Xin Geng, Baining Guo
May 2026
arXiv | May 2026
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EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
Ruofei Ju, Xinrui Wang, Xin Ding, Yifan Yang, Haotian Wu, Shiqi Jiang, Qianxi Zhang, Hao Wen, Xiangyu Li, Weijun Wang, Kunchang Li, Yunxin Liu, Haipeng Dai, Wei Wang, Ting Cao
May 2026
arXiv | May 2026
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MemCompiler: Compile, Don’t Inject — State-Conditioned Memory for Embodied Agents
Xintao Ding, Xinrui Wang, Yifan Yang, Hao Wu, Shiqi Jiang, Qianxi Zhang, Liang Mi, Hanxin Zhu, Kunxi Li, Yunxin Liu, Zhibo Chen, Ting Cao
May 2026
arXiv | May 2026
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World-R1: Reinforcing 3D Constraints for Text-to-Video Generation
Weijie Wang, Xiaoxuan He, Youping Gu, Yifan Yang, Zeyu Zhang, Yefei He, Yanbo Ding, Xirui Hu, Donny Y. Chen, Zhiyuan He, Yuqing Yang, Bohan Zhuang
April 2026
arXiv | April 2026
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MM-WebAgent: A Hierarchical Multimodal Web Agent for Webpage Generation
Yan Li, Zezi Zeng, Yifan Yang, Yuqing Yang, Ning Liao, Weiwei Guo, Lili Qiu, Mingxi Cheng, Qiuchao Dai, Zhendong Wang, Zhengyuan Yang, Xue Yang, Ji Li, Lijuan Wang, Chong Luo
April 2026
arXiv | April 2026
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AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
Ziwei Zhou, Zeyuan Lai, Rui Wang, Yifan Yang, Zhening Xing, Yuqing Yang, Qi Dai, Lili Qiu, Chong Luo
April 2026
arXiv | April 2026
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OmniSch: A Multimodal PCB Schematic Benchmark For Structured Diagram Visual Reasoning
Taiting Lu, Kaiyuan Lin, Yuxin Tian, Yubo Wang, Muchuan Wang, Sharique Khatri, Akshit Kartik, Yixi Wang, Amey Rane, Yida Wang, Yifan Yang, Yi-Chao Chen, Yincheng Jin, Mahanth Gowda
March 2026
arXiv | March 2026
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BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation
Yan Li, Zezi Zeng, Ziwei Zhou, Xin Gao, Muzhao Tian, Yifan Yang, Ming-Hung Cheng, Qiaomin Dai, Yuqing Yang, Lili Qiu, Zhendong Wang, Zhengyuan Yang, Xue Yang, Lijuan Wang, Ji Li, Chong Luo
March 2026
arXiv | March 2026
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Em-Garde: A Propose-Match Framework for Proactive Streaming Video Understanding
Yikai Zheng, Xin Ding, Yifan Yang, Shiqi Jiang, Hao Wu, Qianxi Zhang, Weijun Wang, Ting Cao, Yunxin Liu
March 2026
arXiv | March 2026
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EvoTok: A Unified Image Tokenizer via Residual Latent Evolution for Visual Understanding and Generation
Yan Li, Ning Liao, Xiangyu Zhao, Shaofeng Zhang, Xiaoxing Wang, Yifan Yang, Junchi Yan, Xue Yang
March 2026
arXiv | March 2026
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ICLabAgent: Multi-Agent LMM Framework for Integrated Circuit Footprint Geometry Labeling
Yida Wang, Yixin Liu, Taiting Lu, Lanqing Yang, Dian Ding, Juntao Zhou, Yifan Yang, Yi-Chao Chen, Mahanth Gowda
November 2025
November 2025
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Region-Adaptive Sampling for Diffusion Transformers
Ziming Liu, Yifan Yang, Chengruidong Zhang, Yiqi Zhang, Lili Qiu, Yang You, Yuqing Yang
February 2025
arXiv | February 2025
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LLM2CLIP: Powerful Language Model Unlocks Richer Cross-Modality Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Chunyu Wang, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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LLM2CLIP: Powerful Language Model Unlocks Richer Visual Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
November 2024
arXiv | November 2024
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Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling
Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu
October 2024
arXiv | October 2024
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A Comprehensive Ecosystem for Open-Domain Customized Video Generation
Jingxu Zhang, Yuqian Hong, Daneul Kim, Kai Qiu, Qi Dai, Jianmin Bao, Yifan Yang, Xiaoyan Sun, Chong Luo
ICASSP 2026 | May 2026
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VidGuard-R1: AI-Generated Video Detection and Explanation via Reasoning MLLMs and RL
Kyoungjun Park, Yifan Yang, Juheon Yi, Shicheng Zheng, Yifei Shen, Dongqi Han, Caihua Shan, Muhammad Muaz, Lili Qiu
ICLR 2026 | April 2026
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AMID: Model-Agnostic Dataset Distillation by Adversarial Mutual Information Minimization
Aoqi Wu, Junming Liu, Yuwei Zhang, Weiquan Huang, Liang Hu, Yifan Yang, Qi Zhang, Jiaxing Miao, Yuhan Tang, Zhongyuan Lai
ACM Web Conference 2026 | April 2026
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RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents
Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Rui Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
ICML 2026 | February 2026
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AVA: Towards Agentic Video Analytics with Vision Language Models
Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu
23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI'26)) | October 2025
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Position: Towards Responsible Evaluation for Text-to-Speech
Yifan Yang, Hui Wang, Bing Han, Shujie Liu, Jinyu Li, Yong Qin, Xie Chen
ICML 2026 | October 2025
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Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
Chendong Wang, Donglin Bai, Yifan Yang, Xiao Jin, Anlan Zhang, Rui Wang, Shiqi Jiang, Yuqing Yang, Hao Wu, Qi Dai, Chong Luo, Ting Cao, Lili Qiu, Suman Banerjee
ICML 2026 | October 2025
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AdaNav: Adaptive Reasoning with Uncertainty for Vision-Language Navigation
Xin Ding, Jianyu Wei, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Hao Wu, Fucheng Jia, Liang Mi, Yuxuan Yan, Weijun Wang, Yunxin Liu, Zhibo Chen, Ting Cao
ICML 2026 | September 2025
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A Large Language Model Powered Integrated Circuit Footprint Geometry Understanding
Yida Wang, Taiting Lu, Runze Liu, Lanqing Yang, Yifan Yang, Zhe Chen, Yuehai Wang, Yixin Liu, Kaiyuan Lin, Xiaomeng Chen, D. Ding, Yijie Li, Yi-Chao Chen, Yincheng Jin, Mahanth K. Gowda
ICML 2026 | July 2025
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VoLUT: Efficient Volumetric Streaming Enhanced By LUT-Based Super-Resolution
Yifan Yang, Lili Qiu, Yuqing Yang, Xinyang Jiang
The Eighth Annual Conference on Machine Learning and Systems | May 2025
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StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition
Xin Ding, Hao Wu, Yifan Yang, Shiqi Jiang, Qianxi Zhang, Donglin Bai, Zhibo Chen, Ting Cao
International Conference on Computer Vision (ICCV'25) | March 2025
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Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment
Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu
The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025
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REDUCIO! Generating 1024⨉1024 Video within 16 Seconds using Extremely Compressed Motion Latents
Rui Tian, Qi Dai, Jianmin Bao, Kai Qiu, Yifan Yang, Chong Luo, Zuxuan Wu, Yu-Gang Jiang
2024 International Conference on Computer Vision | November 2024
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LORASC: Expressive and Generalizable Low-rank Adaptation for Large Models via Slow Cascaded Learning
Yifan Yang, Yifei Shen, Yuqing Yang, Lili Qiu, Fangyun Wei
Empirical Methods in Natural Language Processing | November 2024
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Reviving Cloud Gaming Sessions
Yifan Yang, Lili Qiu, Yuqing Yang
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | November 2024
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Real-Time Neural Video Recovery and Enhancement on Mobile Devices
Yifan Yang, Yuqing Yang, Lili Qiu
CoNEXT 2024 - International Conference on emerging Networking EXperiments and Technologies | April 2024
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Understanding and Improving Training-free Loss-based Diffusion Guidance
Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li
NeurIPS 2024 | March 2024
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Attentive Mask CLIP
Yifan Yang, Houwen Peng, Xinyang Jiang, Huiqiang Jiang, Yuqing Yang, Lili Qiu
International Conference on Computer Vision | October 2023
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ImageBrush: Learning Visual In-Context Instructions for Exemplar-Based Image Manipulation
Yasheng Sun, Yifan Yang, Houwen Peng, Yifei Shen, Yuqing Yang, Han Hu, Lili Qiu, Hideki Koike, Yuqing Yang
NeurIPS 2023 | October 2023
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Towards Inference Efficient Deep Ensemble Learning
Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li
AAAI 23 | February 2023
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Similarity Distribution based Membership Inference Attack on Person Re-identification
Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao
AAAI 2023 | February 2023
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Directional Self-supervised Learning for Heavy Image Augmentations
Yalong Bai, Yifan Yang, Wei Zhang, Tao Mei
Computer Vision and Pattern Recognition | November 2021
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Phi-Ground Tech Report: Advancing Perception in GUI Grounding
Miaosen Zhang, Ziqiang Xu, Jialiang Zhu, Qi Dai, Kai Qiu, Yifan Yang, Chong Luo, Tianyi Chen, Justin Wagle, Tim Franklin, Baining Guo
MSR-TR-2025-63 | July 2025
Microsoft による投稿
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Efficient and Adaptive Diffusion Model Inference Through Lookup Table on Mobile Devices
Qipeng Wang, Shiqi Jiang, Yifan Yang, Ruiqi Liu, Yuanchun Li, Ting Cao, Xuanzhe Liu
IEEE Transactions on Mobile Computing (TMC) | April 2025, pp. 1-18
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Online Video Super-Resolution with Convolutional Kernel Bypass Graft
Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam
IEEE Transactions on Multimedia | February 2023
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Large Multimodal Model for Real-World Radiology Report Generation
Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu
December 2023
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