Rethinking Cross-Tokenizer On-Policy Distillation: From Alignment Coverage to Supervision Reliability Paper • 2610.08448 • Published 9 days ago • 213
On-Policy or Off-Policy Learning? A Systematic Study of Distillation Dynamics Paper • 2609.35259 • Published 17 days ago • 204
Rethinking Latent Visual Reasoning: Grounding Latent Reasoning in Visual Evidence Paper • 2609.34563 • Published 17 days ago • 223
The Teacher Is a Direction, Not a Destination: Extrapolating RL-Induced Representation Residuals in On-Policy Distillation Paper • 2609.36484 • Published 16 days ago • 562
UniEvo-VL: An On-policy Self-Distillation Training Recipe for Multimodal Model Self-improvement Paper • 2609.38721 • Published 15 days ago • 276
More Images, More Problems? A Controlled Analysis of VLM Failure Modes Paper • 2601.07812 • Published Jan 12 • 6