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Ziyu Meng

3 accepted papers

2025

GROVE: A Generalized Reward for Learning Open-Vocabulary Physical Skill

CVPR 2025poster

Learning open-vocabulary physical skills for simulated agents presents a significant challenge in artificial intelligence. Current reinforcement learning approaches face critical limitations: manually designed rewards lack scalability across diverse tasks, while demonstration-based methods struggle…

Cited by 2SourcePDFScholar
2024

MPP: Multiscale Path Planning for UGV Navigation in Semi-structured Environments

IROS 2024poster

Autonomous navigation of unmanned ground vehicles (UGVs) in structured road and indoor environments has made significant progress in recent years. However, navigation in outdoor semi-structured environments remains a challenge. This paper presents the multiscale path planning (MPP) method for UGV na…

Cited by 1SourceScholar
2024

VLMPC: Vision-Language Model Predictive Control for Robotic Manipulation

RSS 2024poster

Although Model Predictive Control (MPC) can effectively predict the future states of a system and thus is widely used in robotic manipulation tasks, it does not have the capability of environmental perception, leading to the failure in some complex scenarios. To address this issue, we introduce Visi…