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Author

Zi-Xuan Li

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Preprint Aug 2026

Bounded-State Restoration: Decoupling Local Restore Capacity from External LLM State

Hierarchical KV-cache systems can retain long-context LLM execution state beyond GPU memory, but retention capacity does not determine the local memory required to make that state executable again. We isolate this second resource as the restoration working set (RWS): the peak local staging state whose lifetimes overlap...

Zi-Xuan Li · 0 citations
2026

Global Context Meets Local Quality: A Mamba-Enhanced Detector for Underwater Imagery

Underwater object detection faces severe challenges caused by light attenuation, scattering, spatially varying turbidity, and boundary blur, which weaken object-related visual signals and reduce localization reliability. This letter presents MED, a Mamba-Enhanced Detector for degradation-aware underwater object detecti...

Yaoming Zhuang, Zi-Rui Fang, Jia-Ming Liu et al. · 0 citations

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