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Author

Bo Zheng

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Preprint 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
Jul 2026

PReM: Learning What to Preserve and When to Refresh for Context Compression

PReM (Preserve and Refresh Memory), a context-compression framework that maintains the long context as the model's internal layer-wise KV memory and learns what to preserve and when to refresh it, is introduced.

Bohan Yu, Lei Shen, Chenxi Zhou et al. · 0 citations

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