2026
NeSy-Route: A Neuro-Symbolic Benchmark for Constrained Route Planning in Remote Sensing
Ming Yang, Zhi Zhou†, Shi-Yu Tian, Kun-Yang Yu, Lan-Zhe Guo, Yu-Feng Li†
[Paper] [Project] [Code] [Data]
[Paper] [Project] [Code] [Data]
Proceedings of the 19th European Conference on Computer Vision (ECCV 2026)
On the Learnability of Test-Time Adaptation: A Recovery Complexity Perspective
Proceedings of the 43rd International Conference on Machine Learning (ICML 2026)
TabularMath: Understanding Math Reasoning over Tables with Large Language Models
Shi-Yu Tian, Zhi Zhou, Wei Dong, Kun-Yang Yu, Ming Yang, Zi-Jian Cheng, Lan-Zhe Guo, Yu-Feng Li†
[Paper] [Project] [Code] [Data]
[Paper] [Project] [Code] [Data]
Findings of the Association for Computational Linguistics: The 64th Annual Meeting of the Association for Computational Linguistics (ACL 2026)
2025
VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning
Shi-Yu Tian*, Zhi Zhou*, Kun-Yang Yu, Ming Yang, Lin-Han Jia, Lan-Zhe Guo, Yu-Feng Li†
[Paper] [Project] [Poster] [Code] [Data]
[Paper] [Project] [Poster] [Code] [Data]
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)
BMIP: Bi-directional Modality Interaction Prompt Learning for VLM
Proceedings of the 34th International Joint Conference on Artificial Intelligence (IJCAI 2025)
2024
DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection
Proceedings of the 41st International Conference on Machine Learning (ICML 2024)
* indicates co-first authors.
† indicates corresponding authors.