ReasonAct: Progressive Training for Fine-Grained Video Reasoning in Small Models. - Jiaxin Liu 002; Zhaolu Kang (AAAI, 2026)

How Order-Sensitive Are LLMs? OrderProbe for Deterministic Structural Reconstruction. - Yingjie He; Zhaolu Kang; Kehan Jiang; Qianyuan Zhang; Jiachen Qian; Chunlei Meng; Yujie Feng; Yuan Wang; Jiabao Dou; Aming Wu; Leqi Zheng; Pengxiang Zhao; et al. (CoRR, 2026)

Multimodal Multi-Agent Empowered Legal Judgment Prediction. - Zhaolu Kang; Junhao Gong; Qingxi Chen; Hao Zhang; Jiaxin Liu 002; Rong Fu; Zhiyuan Feng; Yuan Wang; Simon Fong 001; Kaiyue Zhou (CoRR, 2026)

Out of the Memory Barrier: A Highly Memory Efficient Training System for LLMs with Million-Token Contexts. - Wenhao Li 001; Daohai Yu; Gen Luo; Yuxin Zhang 002; Fei Chao 001; Rongrong Ji; Yifan Wu; Jiaxin Liu 002; Ziyang Gong; Zimu Liao (CoRR, 2026)

Unstable Rankings in Bayesian Deep Learning Evaluation. - Qishi Zhan; Minxuan Hu; Guansu Wang 003; Jiaxin Liu 002; Liang He (CoRR, 2026)

Disentangling Language Roles in Multilingual LLM Task Execution. - Qishi Zhan; Minxuan Hu; Seoyeon Jang; Lei Zhao; Ziheng Chen; Man Liang; Xinyue Xiang; Jiaxin Liu 002; Guansu Wang 003; Liang He (CoRR, 2026)