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Fei Liao

2 accepted papers

2026

XR-1: Towards Versatile Vision-Language-Action Models via Learning Unified Vision-Motion Representations

ICML 2026oral

Recent progress in large-scale robotic datasets and vision-language models (VLMs) has advanced research on vision-language-action (VLA) models. However, existing VLA models still face two fundamental challenges: (\textit{i}) producing precise low-level actions from high-dimensional observations, (\t…

Cited by 0SourcecodeScholar
2025

RoboMIND: Benchmark on Multi-embodiment Intelligence Normative Data for Robot Manipulation

RSS 2025poster

Developing robust and general-purpose manipulation policies is a key goal in robotics. To achieve effective generalization, it is essential to construct comprehensive datasets that encompass a large number of demonstration trajectories and diverse tasks. Unlike vision or language data, which can be…

Cited by 20PDFScholar