works on

From the 1 of 11 linked papers with an AI index.

most citedBridging Language and Action: A Survey of Language-Conditioned Robot Manipulation

4 citations · 4 across the 4 of their papers we have counts for

collaborators

11 papers

cs.RO2026

DECO: Decoupled Multimodal Diffusion Transformer for Bimanual Dexterous Manipulation with a Plugin Tactile Adapter

Xukun Li, Yu Sun, Lei Zhang +10

The paper introduces DECO, a diffusion‑based transformer that separately processes vision, proprioception, and tactile inputs for bimanual dexterous robot manipulation, and include…

cs.RO20264 cited

Bridging Language and Action: A Survey of Language-Conditioned Robot Manipulation

Xiangtong Yao, Hongkuan Zhou, Oier Mees +12

Language-conditioned robot manipulation is an emerging field aimed at enabling seamless communication and cooperation between humans and robotic agents by teaching robots to compre…

cs.AI2026

Knowledge Reutilization in Meta-Reinforcement Learning

Yuan Meng, Bo Wang, Juan de los Rios Ruiz +4

Meta-reinforcement learning enables fast adaptation by extracting shared structure from related tasks, but existing end-to-end methods often couple task inference with embodiment-s…

cs.RO2026

ElegantVLA: Learning When to Think for Efficient Vision-Language-Action Models

Ye Li, Huanan Liu, Kangye Ji +7

Vision-Language-Action (VLA) models are a powerful paradigm for generalist robotic control. However, their high computational cost and limited control frequency hinder real-time ro…

cs.RO2026

Dreaming the Unseen: World Model-regularized Diffusion Policy for Out-of-Distribution Robustness

Ziou Hu, Xiangtong Yao, Yuan Meng +2

Diffusion policies excel at visuomotor control but often fail catastrophically under severe out-of-distribution (OOD) disturbances, such as unexpected object displacements or visua…

cs.RO2025

RobotDancing: Residual-Action Reinforcement Learning Enables Robust Long-Horizon Humanoid Motion Tracking

Zhenguo Sun, Yibo Peng, Yuan Meng +5

Long-horizon, high-dynamic motion tracking on humanoids remains brittle: retargeted reference motions are typically kinematically plausible but dynamically inconsistent with the ro…