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Shi-Min Hu

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#machine learning Preprint Sep 2026

CyFA: Linear Sequence Modeling with Relative-Time-Partitioned Memory

Linear RNNs offer linear-time sequence processing and constant-memory decoding, but their fixed-size recurrent states must accommodate all past key--value associations. Existing forgetting mechanisms and Delta Rule updates reduce interference by selectively clearing or correcting the state, yet earlier associations can...

Yi-Xiao Chen, Shuo-Jin Yang, Shi-Min Hu · 0 citations
Jul 2026

Motion-driven 4D scene generation

This paper presents an innovative method that leverages user-specified action paths to guide the 4D scene generation that dynamically synchronizes motions in the action path domain with their corresponding contents in the time domain.

Guo-Wei Yang, Qun-Ce Xu, Zhao Wei et al. · 0 citations

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