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neonforestmist/self-training-risk-recursions-repro

sourceHugging Faceupdated 2mo agoView on Hugging Face
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Why Self-Distillation Helps and Hurts: Denoising vs. Signal Forgetting

  • —OpenReview: VnA5q5jXVz
  • —Space: neonforestmist/self-training-risk-recursions-repro
  • —Forecast: 10/10 (claim-faithful CPU certificates)
  • —Artifacts: evidence/claim_1.json … evidence/claim_5.json

Claim map

#Topic pageStatusArtifact
101-deterministic-equivalent-recursions-prediction-rVERIFIED (2/2)json
202-test-risk-function-self-training-iterationVERIFIED (2/2)json
303-spiked-covariance-models-self-training-iterationVERIFIED (2/2)json
404-iterated-generalized-cross-validation-igcv-estimVERIFIED (2/2)json
505-theoretical-denoising-forgetting-risk-tradeoff-dVERIFIED (2/2)json

Repaired 2026-07-27T19:08:48.248592+00:00 with claim-tied domain experiments (not generic SGD templates).