📝 Publications

Multi-Modal Exploration

• COLM 2025 CultureCLIP: Empowering CLIP with Cultural Awareness through Synthetic Images and Contextualized Captions, Yuchen Huang, Zhiyuan Fan, Zhitao He, Sandeep Polisetty, Wenyan Li, Yi R. (May) Fung

Agents and Tool Use

• arXiv 2026 GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation, Sijia Li, Yuchen Huang, Zifan Liu, Yanping Li, Jingjing fu, Li Zhao, Jiang Bian, Ling Zhang,Jun Zhang, Rui Wang
• ICML 2026 Experience-Evolving Multi-Turn Tool-Use Agent with Hybrid Episodic-Procedural Memory, Sijia Li, Yuchen Huang, Zifan Liu, Yanping Li, Zijian Li, Jingjing fu, Lei Song, Jiang Bian, Jun Zhang, Rui Wang
• NeurIPS 2025 Workshop Environment Scaling for Interactive Agentic Experience Collection: A Survey, Yuchen Huang, Sijia Li, Minghao Liu, Wei Liu, Shijue Huang, Zhiyuan Fan, Hou Pong Chan, Yi R. (May) Fung

LLM Reasoning

• arXiv 2026 CDR-Bench: Evaluating Faithful Execution of Compositional, Order-Sensitive Data Refinement Recipes, Yuchen Huang, Xiang Li, Zhenqing Ling, Sijia Li, Qianli Shen, Daoyuan Chen, Yi R. Fung, Yaliang Li
• ACL 2025 (Main) MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration, Zhitao He, Sandeep Polisetty, Zhiyuan Fan, Yuchen Huang, Shujin Wu, Yi R. (May) Fung
• EMNLP 2025 (Main) MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness, Junsheng Huang, Zhitao He, Yuchen Huang, Sandeep Polisetty, Qingyun Wang, Yi R. (May) Fung