Publications

Huanyu Zhang*, Chengzu Li*, Wenshan Wu, Shaoguang Mao, Yifan Zhang, Haochen Tian, Ivan Vulić, Zhang Zhang, Liang Wang, Tieniu Tan, Furu Wei (2025). Scaling and Beyond: Advancing Spatial Reasoning in MLLMs Requires New Recipes. *arXiv preprint arXiv:2504.15037 *.

Yi-Fan Zhang, Huanyu Zhang, Haochen Tian, Chaoyou Fu, Shuangqing Zhang, Junfei Wu, Feng Li, Kun Wang, Qingsong Wen, Zhang Zhang, Others (2025). MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?. The Thirteenth International Conference on Learning Representations.

Chengzu Li, Wenshan Wu, Huanyu Zhang, Yan Xia, Shaoguang Mao, Li Dong, Ivan Vulić, Furu Wei (2025). Imagine while Reasoning in Space: Multimodal Visualization-of-Thought. arXiv preprint arXiv:2501.07542.

Huanyu Zhang, Chang Xu, Yi-Fan Zhang, Zhang Zhang, Liang Wang, Jiang Bian, Tieniu Tan (2024). TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting. arXiv preprint arXiv:2412.20810.

Huanyu Zhang, Yi-Fan Zhang, Zhang Zhang, Qingsong Wen, Liang Wang (2024). LogoRA: Local-Global Representation Alignment for Robust Time Series Classification (TKDE 2024). IEEE Transactions on Knowledge and Data Engineering.