activity
20242026
most citedImproving Vision-Language-Action Model with Online Reinforcement Learning

1 citations · 2 across the 8 of their papers we have counts for

collaborators

12 papers

cs.RO2026

Veo-Act: How Far Can Frontier Video Models Advance Generalizable Robot Manipulation?

Zhongru Zhang, Chenghan Yang, Qingzhou Lu +4

Video generation models have advanced rapidly and are beginning to show a strong understanding of physical dynamics. In this paper, we investigate how far an advanced video generat…

cs.RO2026

Realtime-VLA V2: Learning to Run VLAs Fast, Smooth, and Accurate

Chen Yang, Yucheng Hu, Yunchao Ma +3

In deployment of the VLA models to real-world robotic tasks, execution speed matters. In previous work arXiv:2510.26742 we analyze how to make neural computation of VLAs on GPU fas…

cs.RO2026

BagelVLA: Enhancing Long-Horizon Manipulation via Interleaved Vision-Language-Action Generation

Yucheng Hu, Jianke Zhang, Yuanfei Luo +9

Equipping embodied agents with the ability to reason about tasks, foresee physical outcomes, and generate precise actions is essential for general-purpose manipulation. While recen…

cs.AI2026

DyTopo: Dynamic Topology Routing for Multi-Agent Reasoning via Semantic Matching

Yuxing Lu, Yucheng Hu, Xukai Zhao +1

Multi-agent systems built from prompted large language models can improve multi-round reasoning, yet most existing pipelines rely on fixed, trajectory-wide communication patterns t…

cs.CL2026

CLM-Bench: Benchmarking and Analyzing Cross-lingual Misalignment of LLMs in Knowledge Editing

Yucheng Hu, Wei Zhou, Juesi Xiao

Knowledge Editing (KE) has emerged as a promising paradigm for updating facts in Large Language Models (LLMs) without retraining. However, progress in Multilingual Knowledge Editin…

cs.AI2025

Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Huang Fang, Mengxi Zhang, Heng Dong +6

We introduce Robix, a unified model that integrates robot reasoning, task planning, and natural language interaction within a single vision-language architecture. Acting as the hig…