Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective. - Junnan Liu; Hongwei Liu; Linchen Xiao; Shudong Liu 007; Taolin Zhang 003; Zihan Ma 010; Songyang Zhang; Kai Chen 026 (CoRR, 2025)

Coding Triangle: How Does Large Language Model Understand Code? - Taolin Zhang 003; Zihan Ma 010; Maosong Cao; Junnan Liu; Songyang Zhang; Kai Chen 026 (CoRR, 2025)

Rethinking Verification for LLM Code Generation: From Generation to Testing. - Zihan Ma 010; Taolin Zhang 003; Maosong Cao; Junnan Liu; Wenwei Zhang; Minnan Luo; Songyang Zhang; Kai Chen 026 (CoRR, 2025)