Injecting an analytic Monte-Carlo-inspired hemoglobin prior at training time raises macro-AUC from 0.760 to 0.783 and Lymphangiectasia AUC from 0.238 to 0.337 on Kvasir-Capsule with partial cross-vendor retention.
Global, Regional, and National Burden of Early-Onset Gastric Cancer
2 Pith papers cite this work. Polarity classification is still indexing.
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Empirical study of on-policy distillation finds 'Rock Tokens' that resist correction, account for up to 18% of output tokens, and add little to model reasoning despite high optimization cost.
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Training-Time Optical Priors for Wireless Capsule Endoscopy Classification: Hemoglobin-Aware Input Fusion with Cross-Vendor Evaluation
Injecting an analytic Monte-Carlo-inspired hemoglobin prior at training time raises macro-AUC from 0.760 to 0.783 and Lymphangiectasia AUC from 0.238 to 0.337 on Kvasir-Capsule with partial cross-vendor retention.
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Cornerstones or Stumbling Blocks? Deciphering the Rock Tokens in On-Policy Distillation
Empirical study of on-policy distillation finds 'Rock Tokens' that resist correction, account for up to 18% of output tokens, and add little to model reasoning despite high optimization cost.