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Zirui Zang

3 accepted papers

2026

SIT-LMPC: Safe Information-Theoretic Learning Model Predictive Control for Iterative Tasks

RA-L 2026

Robots executing iterative tasks in complex, uncertain environments require control strategies that balance robustness, safety, and high performance. This paper introduces a safe information-theoretic learning model predictive control (SIT-LMPC) algorithm for iterative tasks. Specifically, we design

Cited by 2SourcecodeScholar
2026

SIT-LMPC: Safe Information-Theoretic Learning Model Predictive Control for Iterative Tasks

ICRA 2026poster

Robots executing iterative tasks in complex, uncertain environments require control strategies that balance robustness, safety, and high performance. This paper introduces a safe information-theoretic learning model predictive control (SIT-LMPC) algorithm for iterative tasks. Specifically, we design…

2023

Local_INN: Implicit Map Representation and Localization with Invertible Neural Networks

ICRA 2023poster

Robot localization is an inverse problem of finding a robot's pose using a map and sensor measurements. In recent years, Invertible Neural Networks (INN s) have successfully solved ambiguous inverse problems in various fields. This paper proposes a framework that approaches the localization problem…

Cited by 10SourceScholar