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- 00-scored-evidence-summary
- claim-1-ai-engrams-are-extracted-in-closed-form-via-w-w-us
- claim-1-ai-engrams-enable-surgical-manipulation-of-learned
- claim-2-any-subset-of-memories-can-be-composed-or-erased-w
- claim-2-theorem-6-1-proves-that-this-closed-form-engram-so
- claim-3-geometric-solution-corresponds-to-natural-gradient
- claim-3-memory-composition-and-erasure-are-performed-via-l
- claim-4-on-cifar-10-class-unlearning-the-method-achieves-a
- claim-5-the-framework-is-validated-across-mlps-resnet-18-v
- conclusion
- reproduction-protocol-and-provenance
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