Lineage Verification via Centered Residual Signatures
August 13, 2026
This method enables data-free, white-box verification of LLM ancestry by comparing checkpoint-specific structures in residual blocks. It achieved an AUROC of 1.0 on GPT-2 benchmarks, successfully distinguishing fine-tuned, pruned, and quantized models.
HOW THIS AFFECTS YOU
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researcherYou can verify the origin of model weights without needing the original training data.
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policyYou can implement stricter provenance tracking for open-weight models.