activity
20202026
most citedState-wise Constrained Policy Optimization

3 citations · 10 across the 24 of their papers we have counts for

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Showing 2024Show all

5 papers · 1 filter

cs.RO2024

Continual Learning and Lifting of Koopman Dynamics for Linear Control of Legged Robots

Feihan Li, Abulikemu Abuduweili, Yifan Sun +3

The control of legged robots, particularly humanoid and quadruped robots, presents significant challenges due to their high-dimensional and nonlinear dynamics. While linear systems…

cs.LG2024

Absolute State-wise Constrained Policy Optimization: High-Probability State-wise Constraints Satisfaction

Weiye Zhao, Feihan Li, Yifan Sun +4

Enforcing state-wise safety constraints is critical for the application of reinforcement learning (RL) in real-world problems, such as autonomous driving and robot manipulation. Ho…

eess.SY2024

Safe Control of Quadruped in Varying Dynamics via Safety Index Adaptation

Kai S. Yun, Rui Chen, Chase Dunaway +2

Varying dynamics pose a fundamental difficulty when deploying safe control laws in the real world. Safety Index Synthesis (SIS) deeply relies on the system dynamics and once the dy…

cs.RO2024

Constrained Bandwidth Observation Sharing for Multi-Robot Navigation in Dynamic Environments via Intelligent Knapsack

Anirudh Chari, Rui Chen, Han Zheng +1

Multi-robot navigation is increasingly crucial in various domains, including disaster response, autonomous vehicles, and warehouse and manufacturing automation. Robot teams often m…

cs.RO2024★ 1 cited

Meta-Control: Automatic Model-based Control Synthesis for Heterogeneous Robot Skills

Tianhao Wei, Liqian Ma, Rui Chen +2

The requirements for real-world manipulation tasks are diverse and often conflicting; some tasks require precise motion while others require force compliance; some tasks require av…