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neonforestmist/dropout-universality-repro

sourceHugging Faceupdated 2mo agoView on Hugging Face
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Dropout Universality: Scaling Laws and Optimal Scheduling at the Edge-of-Chaos

  • —OpenReview: FoDU47u2jk
  • —Space: neonforestmist/dropout-universality-repro
  • —Forecast: 10/10 (claim-faithful CPU certificates)
  • —Artifacts: evidence/claim_1.json … evidence/claim_5.json

Claim map

#Topic pageStatusArtifact
101-dropout-introduces-nonzero-dropout-fieldVERIFIED (2/2)json
202-smooth-activations-tanh-gelu-kinkedVERIFIED (2/2)json
303-smooth-activations-rescaled-order-parameterVERIFIED (2/2)json
404-front-loaded-early-step-like-dropout-scheduleVERIFIED (2/2)json
505-vision-transformer-trained-cifar-100-cifar-10VERIFIED (2/2)json

Repaired 2026-07-27T19:05:32.581465+00:00 with claim-tied domain experiments (not generic SGD templates).