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content: add article the-committed-weights-scalable-llm-fingerprinting-and-the-economics-of-zk-model-ip - #170

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content: add article the-committed-weights-scalable-llm-fingerprinting-and-the-economics-of-zk-model-ip#170
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Summary

  • Article: "The Committed Weights: Scalable LLM Fingerprinting and the Economics of ZK Model IP" — covers perinucleus sampling (24,576 fingerprints/model, survives fine-tuning), FP-VEC weight-vector perturbation, and Hot-Swap MarkBoard black-box attribution; plus the Poseidon commitment + Groth16 ZK proof scheme for on-chain IP registration at $0.017/claim
  • Artifact: model-fingerprint-lifecycle — interactive SVG flow diagram of the five-step protocol (Embed → Commit → Register → Prove → Enforce), with click-to-explore step mechanics and attack scenario overlay (fine-tuning / quantization / model merging)
  • Topics: zero-knowledge, cryptography, data (underrepresented; avoids overlap with open PR content: add article the-law-of-one-price-semantic-non-fungibility-and-structural-arbitrage-in-prediction-markets #169)

Sources

  • Nasery et al. 2025 — arXiv:2502.07760 (perinucleus sampling)
  • Xu et al. 2024 — arXiv:2409.08846 (FP-VEC)
  • Zhang et al. 2025 — arXiv:2507.20650 (Hot-Swap MarkBoard)
  • Xu et al. 2025 — arXiv:2508.11548 (LLM copyright survey)

CI

npm run check && npm run build passed locally (0 errors, 960 pages built).

🤖 Generated with Claude Code

https://claude.ai/code/session_01LdkWes428e7YMAzV9RY426


Generated by Claude Code

…g-and-the-economics-of-zk-model-ip

Article on scalable LLM fingerprinting (perinucleus sampling, FP-VEC, Hot-Swap MarkBoard)
and ZK-based on-chain IP registration with Poseidon commitment + Groth16 proof.
Includes interactive artifact model-fingerprint-lifecycle: 5-step flow diagram with
click-to-explore mechanics and attack scenario overlay (fine-tuning / quantization / merging).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01LdkWes428e7YMAzV9RY426
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blokzdev merged commit 840c536 into main Jun 24, 2026
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blokzdev deleted the claude/dazzling-einstein-b1gnrs branch June 24, 2026 10:02
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2 participants