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Minquan Gao

2 accepted papers

2026

GUIDES: Guidance Using Instructor-Distilled Embeddings for Pre-Trained Robot Policy Enhancement

ICRA 2026poster

Pre-trained robot policies serve as the foundation of many validated robotic systems, which encapsulate extensive embodied knowledge. However, they often lack the semantic awareness characteristic of foundation models, and replacing them entirely is impractical in many situations due to high costs a…

2024

Prompt to Transfer: Sim-to-Real Transfer for Traffic Signal Control with Prompt Learning

AAAI 2024technical

Numerous solutions are proposed for the Traffic Signal Control (TSC) tasks aiming to provide efficient transportation and alleviate traffic congestion. Recently, promising results have been attained by Reinforcement Learning (RL) methods through trial and error in simulators, bringing confidence in…