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Mengya Liu

3 accepted papers

2026

LARA: Latent Action Representation Alignment for Vision-Language-Action Models

ICML 2026poster

Visual-language action (VLA) models enable robots to predict actions directly from observations and language instructions, but their performance depends on large-scale, high-quality data and is limited by the scarcity of real-world robot action datasets. To facilitate VLA model learning with abundan…

Cited by 0SourceScholar
2025

One2Any: One-Reference 6D Pose Estimation for Any Object

CVPR 2025poster

6D object pose estimation remains challenging for many applications due to dependencies on complete 3D models, multi-view images, or training limited to specific object categories. These requirements make generalization to novel objects difficult for which neither 3D models nor multi-view images may…

2025

Robotic In Situ Measurement of Multiple Intracellular Physical Parameters Based on Three-micropipettes System

IROS 2025

Physical parameters of the intracellular environment such as mass density, intracellular pressure and elasticity have significant effects on the physiological activities of the cell and intracellular operation results. However, the significantly different measurement principles of the above paramete

Cited by 0SourceScholar