Publication Stepwise Think-Critique: A Unified Framework for Robust and Interpretable LLM Reasoning Jiaqi Xu, Cuiling Lan, Xuejin Chen, Yan Lu December 2025 arXiv | December 2025
Publication Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory Sijia Li, Yuchen Huang, Zifan Liu, Zijian Li, Jingjing Fu, Lei Song, Jiang Bian, Jun Zhang, Rui Wang ICML 2026 | December 2025
Publication SimSort: A Data-Driven Framework for Spike Sorting by Large-Scale Electrophysiology Simulation Yimu Zhang, Dongqi Han, Yansen Wang, Zhenning Lv, Yu Gu, Dongsheng Li NeurIPS 2025 | December 2025
Publication Reinforce-Ada: An Adaptive Sampling Framework under Non-linear RL Objectives Wei Xiong, Chenlu Ye, Baohao Liao, Hanze Dong, Xinxing Xu, Christof Monz, Jiang Bian, Nan Jiang, Tong Zhang 2025 COLM | December 2025
Publication Reviving DSP for Advanced Theorem Proving in the Era of Reasoning Models Chenrui Cao, Liangcheng Song, Zenan Li, Xinyi Le, Xian Zhang, Hui Xue, Fan Yang NeurIPS 2025 | December 2025
Publication Mechanism Design for LLM Fine-tuning with Multiple Reward Models Haoran Sun, Yurong Chen, Siwei Wang, Xu Chu, Wei Chen, Xiaotie Deng Neural Information Processing Systems (NeurIPS) 2025 | December 2025
Publication Chinese Short-Form Creative Content Generation via Explanation-Oriented Multi-Objective Optimization Shanlin Zhou, Xinpeng Wang, Jianxun Lian, Zhenghao Liu, L. Lakshmanan, Xiaoyuan Yi, Yongtao Hao November 2025 arXiv | November 2025
Publication From Models to Operators: Rethinking Autoscaling Granularity for Large Generative Models Xingqi Cui, Chieh-Jan Mike Liang, Jiarong Xing, Haoran Qiu ArXiv | November 2025 Project
Publication Scaling LLM Test-Time Compute with Mobile NPU on Smartphones Zixu Hao, Jianyu Wei, Tuowei Wang, Minxing Huang, Huiqiang Jiang, Shiqi Jiang, Ting Cao, Ju Ren EuroSys 2026 | November 2025
Publication Less Is More: Generating Time Series with LLaMA-Style Autoregression in Simple Factorized Latent Spaces Siyuan Li, Yifan Sun, Lei Cheng, Lewen Wang, Yang Liu, Weiqing Liu, Jianlong Li, Jiang Bian, Shikai Fang November 2025