DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection. - Zhi Zhou 007; Ming Yang 044; Jiang-Xin Shi; Lan-Zhe Guo; Yufeng Li 008 (ICML, 2024)

VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning. - Shi-Yu Tian; Zhi Zhou 007; Kun-Yang Yu; Ming Yang 044; Lin-Han Jia; Lan-Zhe Guo; Yufeng Li 008 (EMNLP, 2025)

BMIP: Bi-directional Modality Interaction Prompt Learning for VLM. - Song-Lin Lv; Yu-Yang Chen 001; Zhi Zhou 007; Ming Yang 044; Lan-Zhe Guo (IJCAI, 2025)

Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights. - Shi-Yu Tian; Zhi Zhou 007; Wei Dong; Ming Yang 044; Kun-Yang Yu; Zi-Jian Cheng; Lan-Zhe Guo; Yufeng Li 008 (CoRR, 2025)

NeSy-Route: A Neuro-Symbolic Benchmark for Constrained Route Planning in Remote Sensing. - Ming Yang 044; Zhi Zhou 007; Shi-Yu Tian; Kun-Yang Yu; Lan-Zhe Guo; Yufeng Li 008 (CoRR, 2026)

Thinking with Tables: Enhancing Multi-Modal Tabular Understanding via Neuro-Symbolic Reasoning. - Kun-Yang Yu; Zhi Zhou 007; Shi-Yu Tian; Xiao-Wen Yang; Zi-Yi Jia 001; Ming Yang 044; Zi-Jian Cheng; Lan-Zhe Guo; Yufeng Li 008 (CoRR, 2026)

LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models. - Shi-Yu Tian; Zhi Zhou 007; Kun-Yang Yu; Ming Yang 044; Yang Chen; Ziqiao Shang; Lan-Zhe Guo; Yufeng Li 008 (CoRR, 2026)

On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective. - Zhi Zhou 007; Ming Yang 044; Shi-Yu Tian; Kun-Yang Yu; Lan-Zhe Guo; Yufeng Li 008 (CoRR, 2026)