Author

Yu Huang

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Preprint Aug 2026

Coupling Planning with Episodic Memory in LLM Agents for Software Issue Resolution

PMCoder is presented, an issue-resolution agent that couples a hierarchical phase planner with episodic memory that outperforms either component alone and reduces repeated failed actions, empty-patch exits, and context-window exhaustion.

Jiahao Zhang, Yifan Zhang, Yu Huang · 1 citation

Preprint Aug 2026

GraphAlignCoder: Aligning Program and Proof Graphs for Code Generation

GraphAlignCoder is introduced, a training framework that transfers explicit correctness structure into code generation and consistently outperforms the base model, code-only SFT, and CodeRL across all benchmarks.

Yueke Zhang, Zihan Fang, Kevin Leach et al. · 0 citations

Preprint Jul 2026

SCOPE: Leveraging Subgoal Critiques for Code Generation

SCOPE is presented, a prover-initialized subgoal critic for code generation that adapts a Lean-oriented prover model to produce three parseable feedback fields for downstream code generation: subgoals, gap analysis, and a robustness checklist.

Yueke Zhang, Yifan Zhang, Zihan Fang et al. · 0 citations