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Mengdi Zhao

2 accepted papers

2026

Unifying Diffusion and Autoregression for Generalizable Vision-Language-Action Model

ICLR 2026poster

A central objective of manipulation policy design is to enable robots to comprehend human instructions and predict generalized actions in unstructured environments. Recent autoregressive vision-language-action (VLA) approaches discretize actions into bins to exploit the pretrained reasoning and gene…

Cited by 0SourceScholar
2025

RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete

CVPR 2025poster

Recent advancements in Multimodal Large Language Models (MLLMs) have shown remarkable capabilities across various multimodal contexts. However, their application in robotic scenarios, particularly for long-horizon manipulation tasks, reveals significant limitations. These limitations arise from the…

Cited by 9SourcePDFScholar