Author

Zeming Chen

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Jul 2026

DynaVieW: Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics

A dynamic schema-guided world model optimized for visual dynamic prediction and simulation, DynaVieW, achieves an in-depth understanding of visual dynamics by learning interleaved state-transition sequences, where states cover broad visual scenes from video keyframes and transitions capture comprehensive dynamic consti...

Silin Gao, Hao Zhao, Zeming Chen et al. · arXiv.org · 0 citations

#machine learning Preprint Jul 2025

PERK: Long-Context Reasoning as Test-Time Learning

Long-context reasoning requires accurately identifying relevant information in extensive, noisy input contexts. In this work, we propose PERK (Parameter Efficient Reasoning over Knowledge), a scalable approach for learning to encode long contexts using gradient updates at test time. Specifically, PERK employs two neste...

Zeming Chen, Angelika Romanou, Gail Weiss et al. · 6 citations