Authors

S. Kevin Zhou

Publications 2

Preprint Open access

ContiLNN: Mitigating Slice Sampling Discontinuity with Liquid Neural Networks for Medical Image Restoration

Jialei He, Enhe Liu, Sifan Song et al. · 2026

Anatomical continuity provides complementary information for medical image restoration, but its use requires accounting for local anatomy and variations in slice sampling. We introduce ContiLNN, which augments two-dimensional restoration backbones with bidirectional closed-form continuous-time (Bi-CfC) modules for cros …

Preprint Open access

VideoMM: Adaptive Macro-Micro Inference for Efficient Video MLLMs

Haoyu Guo, Yuan Feng, Junlin Lv et al. · 2026

Scaling Multimodal Large Language Models (MLLMs) to long-form video understanding is bottlenecked by the explosion of visual tokens, which saturates context windows and incurs prohibitive costs. Current solutions predominantly rely on auxiliary models for token reduction but face a fundamental dilemma: lightweight enco …

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