most cited\texttt{ReMind}: Understanding Deductive Code Reasoning in LLMs

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cs.SE2026

CodePivot: Bootstrapping Multilingual Transpilation in LLMs via Reinforcement Learning without Parallel Corpora

Shangyu Li, Juyong Jiang, Meibo Ren +7

Transpilation, or code translation, aims to convert source code from one programming language (PL) to another. It is beneficial for many downstream applications, from modernizing l…

cs.SE2025

PEACE: Towards Efficient Project-Level Efficiency Optimization via Hybrid Code Editing

Xiaoxue Ren, Jun Wan, Yun Peng +5

Large Language Models (LLMs) have demonstrated significant capability in code generation, but their potential in code efficiency optimization remains underexplored. Previous LLM-ba…