4 papers
DF: World Modeling via Decoder-Free Feature Forecasting in Autonomous Navigation
Jiaming Chen, Guoan Xu, Aoshen Huang +3
Forecasting future states from video sequences is a critical challenge for autonomous robotic systems and a fundamental objective of world modeling. Prior generative methods operat…
Skill-Aware Diffusion for Generalizable Robotic Manipulation
Aoshen Huang, Jiaming Chen, Jiyu Cheng +3
Robust generalization in robotic manipulation is crucial for robots to adapt flexibly to diverse environments. Existing methods usually improve generalization by scaling data and n…
VLM-SFD: VLM-Assisted Siamese Flow Diffusion Framework for Dual-Arm Cooperative Manipulation
Jiaming Chen, Yiyu Jiang, Aoshen Huang +2
Dual-arm cooperative manipulation holds great promise for tackling complex real-world tasks that demand seamless coordination and adaptive dynamics. Despite substantial progress in…
Vision-Language Model Predictive Control for Manipulation Planning and Trajectory Generation
Jiaming Chen, Wentao Zhao, Ziyu Meng +4
Model Predictive Control (MPC) is a widely adopted control paradigm that leverages predictive models to estimate future system states and optimize control inputs accordingly. Howev…