arXiv:2610.30184v1 Announce Type: new Abstract: Security bugs often slip past static analysis not because they are impossible to detect, but because detection rules have not yet been written for the code in front of us. New frameworks, APIs, and coding idioms continually create such gaps, leaving developers to discover failures and manually encode new rules.
Self-Evolving Static Analysis via LLM Pseudo-Labeling
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