Publications

Xiaoqiang Wang, Suyuchen Wang, Yun Zhu, Bang Liu (2025). System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts. Advances in Neural Information Processing Systems (NeurIPS 2025).
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Rabiul Awal, Mahsa Massoud, Aarash Feizi, Zichao Li, Suyuchen Wang, Christopher Pal, Aishwarya Agrawal, David Vázquez, Siva Reddy, Juan A. Rodriguez, Perouz Taslakian, Spandana Gella, Sai Rajeswar (2025). WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation. Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025).
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Suyuchen Wang*, Tianyu Zhang*, Lu Li, Ge Zhang, Perouz Taslakian, Sai Rajeswar, Jie Fu, Bang Liu, Yoshua Bengio (2025). VCR: Pixel-Level Complex Reasoning by Restoring Occluded Text. The Thirteenth International Conference on Learning Representations (ICLR 2025).
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Tianyu Zhang, Xinyu Wang, Lu Li, Zhenghan Tai, Jijun Chi, Jingrui Tian, Hailin He, Suyuchen Wang (2025). STRICT: Stress-Test of Rendering Image Containing Text. Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025).
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Tianyu Zhang, Lu Li, Tongtian Zhu, Suyuchen Wang, Can Wang, Yong Chen (2025). Rethinking Decentralized Learning: Towards More Realistic Evaluations with a Metadata-Agnostic Approach. ICLR 2025 Workshop on Modularity for Collaborative, Decentralized, and Continual Deep Learning.
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Xiaoqiang Wang, Suyuchen Wang, Yun Zhu, Bang Liu (2025). R³Mem: Bridging Memory Retention and Retrieval via Reversible Compression. Findings of the Association for Computational Linguistics: ACL 2025.
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Xiaoqiang Wang, Suyuchen Wang, Yun Zhu, Bang Liu (2025). R(^mbox3)Mem: Bridging Memory Retention and Retrieval via Reversible Compression. CoRR.
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Lu Li, Tianyu Zhang, Zhiqi Bu, Suyuchen Wang, Huan He, Jie Fu, Yonghui Wu, Jiang Bian, Yong Chen, Yoshua Bengio (2025). MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation.
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Zhiyuan Hu, Yuliang Liu, Jinman Zhao, Suyuchen Wang, Yan Wang, Wei Shen, Qing Gu, Anh Tuan Luu, See-Kiong Ng, Zhiwei Jiang, Bryan Hooi (2025). LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (ACL 2025).
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Hao Xu, Xiangru Jian, Xinjian Zhao, Wei Pang, Chao Zhang, Suyuchen Wang, Qixin Zhang, Joao Monteiro, Qiuzhuang Sun, Tianshu Yu (2025). GraphOmni: A Comprehensive and Extendable Benchmark Framework for Large Language Models on Graph-theoretic Tasks. arXiv preprint arXiv: 2504.12764.
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