activity
20242026
collaborators

7 papers

cs.CV2026

Language-Conditioned World Modeling for Visual Navigation

Yifei Dong, Fengyi Wu, Yilong Dai +11

Goal-conditioned visual navigation has been a long-standing testbed for embodied AI. We study a natural language-conditioned variant, language-conditioned visual navigation (LCVN),…

cs.RO2025

VacuumVLA: Boosting VLA Capabilities via a Unified Suction and Gripping Tool for Complex Robotic Manipulation

Hui Zhou, Siyuan Huang, Minxing Li +3

Vision Language Action models have significantly advanced general purpose robotic manipulation by harnessing large scale pretrained vision and language representations. Among exist…

cs.RO2025

Genie Envisioner: A Unified World Foundation Platform for Robotic Manipulation

Yue Liao, Pengfei Zhou, Siyuan Huang +11

We introduce Genie Envisioner (GE), a unified world foundation platform for robotic manipulation that integrates policy learning, evaluation, and simulation within a single video-g…

cs.RO2025

RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation

Songhao Han, Boxiang Qiu, Yue Liao +4

Recent advances in vision-language models (VLMs) have enabled instruction-conditioned robotic systems with improved generalization. However, most existing work focuses on reactive…

cs.RO2025

EWMBench: Evaluating Scene, Motion, and Semantic Quality in Embodied World Models

Hu Yue, Siyuan Huang, Yue Liao +5

Recent advances in creative AI have enabled the synthesis of high-fidelity images and videos conditioned on language instructions. Building on these developments, text-to-video dif…

cs.RO2025

EnerVerse-AC: Envisioning Embodied Environments with Action Condition

Yuxin Jiang, Shengcong Chen, Siyuan Huang +8

Robotic imitation learning has advanced from solving static tasks to addressing dynamic interaction scenarios, but testing and evaluation remain costly and challenging due to the n…

cs.RO2024

Effective Tuning Strategies for Generalist Robot Manipulation Policies

Wenbo Zhang, Yang Li, Yanyuan Qiao +5

Generalist robot manipulation policies (GMPs) have the potential to generalize across a wide range of tasks, devices, and environments. However, existing policies continue to strug…