AST-PAC Enhances Code MIA with AST Guidance

What Changed

Evaluates Loss and PAC MIAs on 3B-7B code models

Why It Matters

AST-PAC advances auditing of unauthorized code usage in LLMs, supporting data governance and copyright compliance. It highlights gaps in current MIAs, pushing for domain-specific tools in code provenance.

What To Do Next

Implement AST-PAC perturbations in your MIA pipeline to test code LLM training data provenance.