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Author

Shipeng Lyu

2 papers indexed here

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Preprint Oct 2026

Proprioceptive Sketches as Long-Horizon Intent for Generative Action Policies

Generative robot policies predict short action chunks but lack explicit long-horizon intent. Recent methods expose longer-horizon structure through language plans, subgoal images, or video forecasts, which are costly to generate and still need to be translated into robot motion. Predicting future robot motions avoids t...

Fang-Yuan Wang, Song-Hao Huang, Hao-Xiang Sun et al. · 0 citations
Preprint Sep 2026

Humanoid Locomotion with a Fly-Inspired Recurrent Controller

We investigate humanoid locomotion with a fly-inspired recurrent controller and identify the pathways supporting its deployed behavior. The controller couples 3,609 continuous neural states to a simulated Unitree G1 through body-observation projections, a motor-neuron-labelled readout, and joint servos. We formulate th...

Isabel Guan, Yun-Tian Zhao, Ding-Yuan Zhang et al. · 0 citations

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