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PaperCompiler: Faithful Paper-to-Code Generation via Repository-Level Specification Compilation

arXiv · AI, language, vision and robotics · article · Sep 2, 2026 · UTC

Faithfully translating research papers into repository-level implementations remains challenging because papers often describe methods at a high level, leave implementation assumptions implicit, and require generated repositories to preserve method logic, evaluation protocols, and cross-file consistency. Despite recent advances in paper-to-code agents, their intermediate outputs are often presented as free-form plans or summaries that downstream coding agents may ignore, reinterpret, or compress, leading to algorithmic simplification and inconsistent repository structure. To address these chal

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Evidence & attribution

First collected: 2026-09-21T05:32:15.665Z. This is not the publication date.