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Menghang Dong

2 accepted papers

2026

MoLe-VLA: Dynamic Layer-skipping Vision Language Action Model via Mixture-of-Layers for Efficient Robot Manipulation

AAAI 2026technical

Vision-Language-Action (VLA) models enable robotic systems to perform embodied tasks but face deployment challenges due to the high computational demands of the dense Large Language Models (LLMs), with existing early-exit-based sparsification methods often overlooking the critical semantic role of f

Cited by 0SourcePDFScholar
2026

SpikeGen: Decoupled “Rods and Cones” Visual Representation Processing with Latent Generative Framework

ICLR 2026poster

The process through which humans perceive and learn visual representations in dynamic environments is highly complex. From a structural perspective, the human eye decouples the functions of cone and rod cells: cones are primarily responsible for color perception, while rods are specialized in detect…

Cited by 0SourcecodeScholar