Publication Rethinking LLM Verification: Evidence Structure, Uncertainty, and Selective Refinement Uma Ranjan, Kunal Tilaganji, Aditya Koul, Anurag Mahipal, Dashpreet Singh, Hriday Rana, Manan Jain, Sidharth D. Gupta, A. B. George, Vineeth N Balasubramanian, Nagarajan Natarajan, Amit Sharma August 2026 August 2026
Publication 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
Publication Dense Metric Depth Completion from Sparse Direct Time-of-Flight Sensors Hak-Il Kim, Ruicheng Wang, Chengtang Yao, Jiaolong Yang, Min H. Kim August 2026 arXiv | August 2026
Publication CARE-X: Towards Clinically Useful Radiology VLMs with Auxiliary Supervision, Reward-Aligned Learning, and Tool-Augmented Measurement Mercy Ranjit, Anirban Porya, Sathvik Joel, Nikhilesh Chowdary Eathamukkala, Niharika Vadlamudi, Prasanth V V, Abhyuday Kumara Swamy, Pranay Narhari Umredkar, Pradeep Narayan , Vivek Rajagopal, Tanuja Ganu MLHC 2026 | August 2026 Project
Publication ReToken: One Token to Improve Vision-Language Models for Visual Retrieval Yao Xiao, Reuben Tan, Zhen Zhu, Yuqun Wu, Jianfeng Gao, Derek Hoiem July 2026 arXiv | July 2026
Publication Hand-Object Interaction in the Age of Large Foundation Models:Reconstruction, Generation, and Embodied Transfer Weiquan Lin, Yu Deng, Shiyang Liu, Luping Xiao, Xu Tang, Junzhi Yu, Jiaolong Yang, Lei Zhang, Xingyu Chen July 2026 arXiv | July 2026
Publication Harm is not Universal: Community-Specific Toxicity Detection is Urgently Needed Xinnuo Xu, Anja Thieme, Daniela Massiceti, Ioana Tănase, Rita Faia Marques, Melanie Fernandez Pradier, Martin Grayson, Camilla Longden, Cecily Morrison July 2026 arXiv | July 2026
Publication Generative Video Compression with Adaptive Score Distillation Naifu Xue, Zhaoyang Jia, Haosen Li, Zihan Zheng, Jiahao Li, Bin Li, Xiaoyi Zhang, Qi Meng, Yuan Zhang, Yan Lu July 2026 arXiv | July 2026
Publication GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis Naoto Usuyama, Jeya Maria Jose Valanarasu, Sicong Yao, Hanwen Xu, Jaspreet Bagga, Guanghui Qin, Robert E. Kramer, Cliff Wong, Soohee Lee, Hao Qiu, T. Zhao, Racheli Ben Shimol, Angela Crabtree, K. Matlock, Eduardo Alejandro Lozano Garcia, Naiteek Sangani, Alberto Santamaria-Pang, Jason Entenmann, Alexandra Q. Bartlett, Bill J. Wright, Bernard A. Fox, B. Piening, Sheng Zhang, Sheng Wang, Tristan Naumann, Carlo Bifulco, Hoifung Poon July 2026 arXiv | July 2026
Publication SciForma: Structure-Faithful Generation of Scientific Diagrams Yuxuan Luo, Peng Zhang, Xinjie Zhang, Xu Guo, Zhouhui Lian, Yan Lu July 2026 arXiv | July 2026