📝 Publications

LLM Reasoning

• 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
• 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

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
• arXiv 2025 CantoASR: Prosody-Aware ASR-LALM Collaboration for Low-Resource Cantonese, Dazhong Chen, Yi-Cheng Lin, Yuchen Huang, Ziwei Gong, Di Jiang, Zeying Xie, Yi R. (May)Fung

Agents and Tool Use

• arXiv 2025 SIT-Graph: State Integrated Tool Graph for Multi-Turn Agents, Sijia Li, Yuchen Huang, Zifan Liu, Zijian Li, Jingjing fu, Lei Song, Jiang Bian, Jun Zhang, Rui Wang
• NeurIPS 2025 Workshop Scaling Environments for LLM Agents in the Era of Learning from Interaction: A Survey, Yuchen Huang, Sijia Li, Minghao Liu, Wei Liu, Shijue Huang, Zhiyuan Fan, Hou Pong Chan, Yi R. (May) Fung