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Zhi-Qi Bai

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#artificial intelligence Review Oct 2026

Socratic Skill Learning: Interleaving Teaching and Practice for Transferable Agent Skills

Agent Skills improve LLM agents by making task knowledge reusable across sessions. Learning transferable Skills requires evidence about a procedure and its conditions of use, which a successful task attempt can leave untested. We introduce Socratic Skill Learning (SSL), which interleaves expert teaching with Student pr...

Le-Tian Zhu, Han Li, Yi-Fan Yao et al. · 0 citations
Sep 2026

HappyWorld-Bench

HappyWorld-Bench is introduced, a comprehensive benchmark that evaluates whether generated worlds remain reliable as agents interact with them, and highlights the need to evaluate world models not only by visual quality, but also by state consistency and the correctness of their responses to actions and interventions.

Zhi-Qi Bai, Ju-Nai Cai, Yi-Xin Chen et al. · 0 citations

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