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From the 1 of 28 linked papers with an AI index.

most citedCoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards

1 citations · 2 across the 15 of their papers we have counts for

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cs.RO2026

MA-VLA: Multi-Arm Vision-Language-Action Model for Collaboration and Compositional Generalization

Zaibin Zhang, Junlan Xiao, Zhongbo Zhang +11

Multi-arm collaboration is becoming a core capability in embodied manipulation. Recent vision-language-action (VLA) models integrate perception, language, and control, but most rep…

cs.RO2026

TouchGuide: Inference-Time Steering of Visuomotor Policies via Touch Guidance

Zhemeng Zhang, Jiahua Ma, Xincheng Yang +13

Fine-grained and contact-rich manipulation remain challenging for robots, largely due to the underutilization of tactile feedback. To address this, we introduce TouchGuide, a novel…

cs.RO2026

CoEnv: Driving Embodied Multi-Agent Collaboration via Compositional Environment

Li Kang, Yutao Fan, Rui Li +11

Multi-agent embodied systems hold promise for complex collaborative manipulation, yet face critical challenges in spatial coordination, temporal reasoning, and shared workspace awa…

cs.RO2026

Ego to World: Collaborative Spatial Reasoning in Embodied Systems via Reinforcement Learning

Heng Zhou, Li Kang, Yiran Qin +12

Understanding the world from distributed, partial viewpoints is a fundamental challenge for embodied multi-agent systems. Each agent perceives the environment through an ego-centri…

cs.RO2026

Advances and Innovations in the Multi-Agent Robotic System (MARS) Challenge

Li Kang, Heng Zhou, Xiufeng Song +41

Recent advancements in multimodal large language models and vision-languageaction models have significantly driven progress in Embodied AI. As the field transitions toward more com…

cs.RO2025

RoboFactory: Exploring Embodied Agent Collaboration with Compositional Constraints

Yiran Qin, Li Kang, Xiufeng Song +5

Designing effective embodied multi-agent systems is critical for solving complex real-world tasks across domains. Due to the complexity of multi-agent embodied systems, existing me…