Simiao Liu
1 indexed paper
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126
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Software Eng.×1AI×1NLP×1Crypto×1
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2026
ContraFix: Agentic Vulnerability Repair via Differential Runtime Evidence and Skill Reuse
ContraFix is an agentic framework that improves automated vulnerability repair by using differential runtime evidence to pinpoint the root cause of bugs, achieving state-of-the-art performance on major benchmarks.
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Papers
cs.SEcs.AIcs.CLRecentMay 17, 2026
ContraFix: Agentic Vulnerability Repair via Differential Runtime Evidence and Skill Reuse
Simiao Liu, Fang Liu, Li Zhang, Yang Liu +1 more
ContraFix is an agentic framework that improves automated vulnerability repair by using differential runtime evidence to pinpoint the root cause of bugs, achieving state-of-the-art performance on majo…
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