Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction
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Mastermind: Strategy-grounded Learning for Repository-Scale Vulnerability Reproduction

A dual-loop framework named Mastermind is introduced that separates strategy learning from task-specific experience to improve vulnerability reproduction capabilities in software e…

Hugging Face · Daily Papers ·Mingzhe Du, Luu Anh Tuan · ·▲ 3 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Mingzhe Du, Luu Anh Tuan, Tianyi Wu, Renyang Liu, Zhijiang Guo, Dong Huang

  • 3 upvotes da comunidade
  • Temas: LLM agents, vulnerability reproduction, strategy learning, SFT, GRPO, dual-loop framework

Resumo

Resumo original (em inglês), extraído do paper:

A dual-loop framework named Mastermind is introduced that separates strategy learning from task-specific experience to improve vulnerability reproduction capabilities in software engineering agents.

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