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20242026
most citedAffordance-based Robot Manipulation with Flow Matching

1 citations · 1 across the 11 of their papers we have counts for

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cs.RO2026

MIRA: Real-Time Full-Duplex Human-Robot Interaction for Embodied Companions

Lijian Lin, Ye Zhu, Fan Zhang +5

% !TEX root = ../main.tex Real-time embodied companion interaction requires a robot to infer user intent from streaming speech, generate timely responses, and execute expressive, i…

cs.CV2026

OmniGameArena: A Unified UE5 Benchmark for VLM Game Agents with Improvement Dynamics

Mingxian Lin, Shengju Qian, Yuqi Liu +9

Vision-language model (VLM) agents are increasingly deployed in interactive game environments. Yet game benchmarks for VLM agents typically report a single first-attempt score per…

cs.RO2026

Your Model Already Knows: Attention-Guided Safety Filter for Vision-Language-Action Models

Seongbin Park, Fan Zhang, Baharan Mirzasoleiman +2

Vision-Language-Action (VLA) models have demonstrated impressive end-to-end performance across a variety of robotic manipulation tasks. However, these policies offer no guarantees…

cs.RO2026

ProbeAct: Probe-Guided Training-Free Failure Recovery in Vision-Language-Action Models

Fan Zhang, Seongbin Park, Baharan Mirzasoleiman +2

Vision-Language-Action (VLA) models demonstrate strong perfor-1 mance on language-conditioned robotic manipulation within their training dis-2 tribution, yet their generalization c…

cs.RO2026

MERGE: Guided Vision-Language Models for Multi-Actor Event Reasoning and Grounding in Human-Robot Interaction

Joerg Deigmoeller, Nakul Agarwal, Stephan Hasler +8

We introduce MERGE, a system for situational grounding of actors, objects, and events in dynamic human-robot group interactions. Effective collaboration in such settings requires c…

cs.CV2026

RAE-NWM: Navigation World Model in Dense Visual Representation Space

Mingkun Zhang, Wangtian Shen, Fan Zhang +3

Visual navigation requires agents to reach goals in complex environments through perception and planning. World models address this task by simulating action-conditioned state tran…