Author

Shijie Zhou

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Preprint Aug 2026

verdi: retrieval is not transfer for continual world model optimization

VERDI is proposed, a continual framework for evidence-licensed world model optimization that characterizes each world model through shared inference-time probes to construct an Optimization Fin- gerprint, retrieves relevant prior experience as ranked hypotheses, and validates every candidate under a frozen target-side verifier before admitting it as reusable evidence.

Jun Wu, Shiqin Nie, Youyi Kou et al. · 0 citations

Jul 2026

Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills

This work introduces Skill Self-Play (Skill-SP), a co-evolutionary framework comprising a proposer, a solver, and a dynamic skill controller that effectively bridges the gap between structured verification and open-ended exploration.

Siyuan Huang, Pengyu Cheng, Haotian Liu et al. · arXiv.org · 1 citation