Enhancing Evolving Domain Generalization through Dynamic Latent Representations. - Binghui Xie; Yongqiang Chen 002; Jiaqi Wang 012; Kaiwen Zhou; Bo Han 003; Wei Meng 001; James Cheng (AAAI, 2024)

Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jiaqi Wang 012; Jingxuan Zhou; Wanxiang Che (NeurIPS, 2024)

Enhancing Multilingual Speech Generation and Recognition Abilities in LLMs with Constructed Code-switched Data. - Jing Xu; Daxin Tan; Jiaqi Wang 012; Xiao Chen (CoRR, 2024)

Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought. - Qiguang Chen; Libo Qin 001; Jiaqi Wang 012; Jinxuan Zhou; Wanxiang Che (CoRR, 2024)

DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization. - Jiaqi Wang 012; Yuhang Zhou; Zhixiong Zhang; Qiguang Chen; Yongqiang Chen 002; James Cheng (Trans. Mach. Learn. Res., 2025)

ECM: A Unified Electronic Circuit Model for Explaining the Emergence of In-Context Learning and Chain-of-Thought in Large Language Model. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Dengyun Peng; Jiaqi Wang 012; Mengkang Hu; Zhi Chen 006; Wanxiang Che; Ting Liu 001 (CoRR, 2025)

Oversmoothing as Loss of Sign: Towards Structural Balance in Graph Neural Networks. - Jiaqi Wang 012; Xinyi Wu; James Cheng; Yifei Wang (CoRR, 2025)

RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning. - Qiguang Chen; Libo Qin 001; Jinhao Liu; Yue Liao; Jiaqi Wang 012; Jingxuan Zhou; Wanxiang Che (CoRR, 2025)

Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought. - Zihui Cheng; Qiguang Chen; Xiao Xu 005; Jiaqi Wang 012; Weiyun Wang; Hao Fei 003; Yidong Wang; Alex Jinpeng Wang; Zhi Chen 006; Wanxiang Che; Libo Qin 001 (CoRR, 2025)

AI4Research: A Survey of Artificial Intelligence for Scientific Research. - Qiguang Chen; Ming-Hsuan Yang 001; Libo Qin 001; Jinhao Liu; Zheng Yan; Jiannan Guan; Dengyun Peng; Yiyan Ji; Hanjing Li; Mengkang Hu; Yimeng Zhang; Yihao Liang; et al. (CoRR, 2025)