Huang, Shijue

6 publications

ICLR 2026 ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level Entropy Shaping Shuang Chen, Hangyu Guo, Yimeng Ye, Shijue Huang, Wenbo Hu, Jiayu Chen, Manyuan Zhang, Haoxi Li, Song Guo, Nanyun Peng

TMLR 2026 AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting Shijue Huang, Hongru Wang, Wanjun Zhong, Zhaochen Su, Jiazhan Feng, Bowen Cao, Yi R. Fung

ICLR 2026 From Abstract to Contextual: What LLMs Still Cannot Do in Mathematics Bowen Cao, Dongdong Zhang, Yixia Li, Junpeng Liu, Shijue Huang, Chufan Shi, Hongyuan Lu, Yaokang Wu, Guanhua Chen, Wai Lam, Furu Wei

ICLR 2026 ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng, Shijue Huang, Xingwei Qu, Ge Zhang, Yujia Qin, Baoquan Zhong, Chengquan Jiang, Jinxin Chi, Wanjun Zhong

AAAI 2025 Empowering Self-Learning of LLMs: Inner Knowledge Explicitation as a Catalyst Shijue Huang, Wanjun Zhong, Deng Cai, Fanqi Wan, Chengyi Wang, Mingxuan Wang, Mu Qiao, Ruifeng Xu

ICLRW 2025 Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst Hongru Wang, Deng Cai, Wanjun Zhong, Shijue Huang, Jeff Z. Pan, Zeming Liu, Kam-Fai Wong