collaborators

5 papers

cs.RO2026

RiskWorld: Object-Centric Latent World Modeling for Autonomous Driving Risk Identification

Jingzheng Li, Yufei Ge, Qianren Mao +5

Autonomous driving risk identification aims to determine which observed object is likely to become safety-critical to the ego vehicle. Existing approaches typically predict scene-l…

cs.CV2026

Can Machines Really See Objects in Images? A Study Based on Syntactic Distance and Visual Self-Referential Instances

Xingyu Peng, Junran Wu, Yue Hou +9

Can a vision model truly see an object, or does it only fit surface-level visual cues? Following Wittgenstein's view that the limits of language are the limits of the world, we vie…

cs.RO2026

BiCoord: A Bimanual Manipulation Benchmark towards Long-Horizon Spatial-Temporal Coordination

Xingyu Peng, Chen Gao, Liankai Jin +2

Bimanual manipulation, i.e., the coordinated use of two robotic arms to complete tasks, is essential for achieving human-level dexterity in robotics. Recent simulation benchmarks,…

cs.CV2025

OctoNav: Towards Generalist Embodied Navigation

Chen Gao, Liankai Jin, Xingyu Peng +5

Embodied navigation stands as a foundation pillar within the broader pursuit of embodied AI. However, previous navigation research is divided into different tasks/capabilities, e.g…

cs.CV2025

GLRD: Global-Local Collaborative Reason and Debate with PSL for 3D Open-Vocabulary Detection

Xingyu Peng, Si Liu, Chen Gao +4

The task of LiDAR-based 3D Open-Vocabulary Detection (3D OVD) requires the detector to learn to detect novel objects from point clouds without off-the-shelf training labels. Previo…