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Implementation · TOPLOC

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  1. AJ. M. Ong et al. (2025). TOPLOC: A Locality Sensitive Hashing Scheme for Trustless Verifiable Inference. Proceedings of the 42nd International Conference on Machine Learning (PMLR 267), pp. 47196-47211. Source recordSupports: design, commitment and validation algorithm, thresholds, experiments, limitations · abstract; §3.1; §4; §5.1-5.7; §6.1-6.5
  2. BPrime Intellect (2025). PrimeIntellect-ai/toploc (GitHub repository). GitHub. Source recordSupports: public implementation, licence, release tag · README; releases
  3. CPrime Intellect (2025). TOPLOC: A Locality Sensitive Hashing Scheme for Trustless Verifiable Inference (blog post). Prime Intellect blog. Source recordSupports: provider-reported validation speed and SGLang/vLLM integrations · whole post
  4. BPrime Intellect Team et al. (2025). INTELLECT-2: A Reasoning Model Trained Through Globally Decentralized Reinforcement Learning. arXiv. Source recordSupports: provider-reported use in INTELLECT-2; checks; eviction of failing nodes; proof-generation overhead; validation speed · §2.3; §2.4.2
  5. CPrime Intellect (2025). SYNTHETIC-2. Prime Intellect blog. Source recordSupports: provider-reported TOPLOC v2 sampling verification, pipeline-parallel extension and pipeline replay in SYNTHETIC-2 · verification section
  6. CPrime Intellect (2025). SYNTHETIC-2 Release: Four Million Collaboratively Generated Reasoning Traces. Prime Intellect blog. Source recordSupports: provider-reported TOPLOC v2 use in SYNTHETIC-2: group-level accept/reject, stage-by-stage replay, sampling proofs, false-positive rate, verification cost, 1,253 GPUs · verification section; GPU section
  7. BA. Karvonen et al. (2025). DiFR: Inference Verification Despite Nondeterminism. ICML 2026 Workshop on Technical AI Governance Research. Source recordSupports: independent comparison with Activation-DiFR on detecting FP8 KV-cache quantization · §6.2; Table 1
  8. CAmodo Design (2026). Example Schemes for Verifying High-Stakes AI Agreements. Amodo Design. Source recordSupports: independent description of the TOPLOC scheme · TOPLOC section
  9. BN. Cankaya (2026). Bit-Exact AI Inference Verification Without Performance Tradeoffs. ICML 2026 Workshop on Technical AI Governance Research. Source recordSupports: limits of statistical verification · §1
  10. CAmodo Design (2026). AI 2040 Plan A — Verification SITREP. Amodo Design. Source recordSupports: status as an initial recomputation scheme under testing; recomputation red-teaming rated 'not started' · Recomputation algorithms and Recomputation red-teaming items

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