Author

Fu-Ru Wei

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#artificial intelligence Apr 2026

RefineRL: Advancing Competitive Programming with Self-Refinement Reinforcement Learning

RefineRL introduces Skeptical-Agent, an iterative self-refinement agent equipped with local execution tools to validate generated solutions against public test cases of CP problems and highlights self-refinement as a promising direction for scaling LLMs' general reasoning ability.

Shaopeng Fu, Xingxing Zhang, Li Dong et al. · arXiv.org · 1 citation

Preprint Sep 2026

VibeVoice-ASR-Streaming Technical Report

VibeVoice-ASR-Streaming is one of the first LLM-based end-to-end approaches to streaming speaker-attributed ASR, allowing the model to produce''who said what''as speech arrives, without a separate diarization stage.

Yu-Jie Tu, Zhiliang Peng, Jianwei Yu et al. · 0 citations

Jul 2026

Multi-Turn On-Policy Distillation with Prefix Replay

ReOPD turns expensive agent-environment interaction into a reusable offline resource, enabling scalable distillation across tools, tasks, and environments and preserves or improves OPD-level accuracy, uses zero tool calls during student training, and is at least 4$\times faster per rollout than OPD.

Baohao Liao, Hanze Dong, C. Monz et al. · arXiv.org · 7 citations · ⚡1