2026

Bias-Restrained Prefix Representation Finetuning for Mathematical Reasoning
Sirui Liang, Pengfei Cao, Jian Zhao, Cong Huang, Jun Zhao, Kang Liu
AAAI 2026
[code]

LLM-SMAC: Solving Multi-Agent Decision-Making Tasks via LLM Decision Tree Code Generation
Yue DENG, Weiyu Ma, Yuxin Fan, Ruyi Song, Yin Zhang, Haifeng Zhang, Jian Zhao
AAMAS 2025

Sim2Sea: Sim-to-Real Policy Transfer for Maritime Vessel Navigation in Congested Waters
Xinyu Cui, Xuanfa Jin, Xue Yan, Yongcheng Zeng, Luoyang Sun, Wei Siying, Ruizhi Zhang, Jian Zhao, Haifeng Zhang, Jun Wang
AAMAS 2025