most citedAutonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics

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cs.CL2026

Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation

Xingyu Su, Jacob Helwig, Shubham Parashar +6

We study the transformation of autoregressive models (ARLMs) into diffusion language models (DLMs). Rather than pretraining from scratch, prior work replaces the causal attention i…