3 papers
cs.RO2025
A Counterfactual Reasoning Framework for Fault Diagnosis in Robot Perception Systems
Haeyoon Han, Mahdi Taheri, Soon-Jo Chung +1
Perception systems provide a rich understanding of the environment for autonomous systems, shaping decisions in all downstream modules. Hence, accurate detection and isolation of f…
eess.SY2025
Closing the Loop Inside Neural Networks: Causality-Guided Layer Adaptation for Fault Recovery Control
Mahdi Taheri, Soon-Jo Chung, Fred Y. Hadaegh
This paper studies the problem of real-time fault recovery control for nonlinear control-affine systems subject to actuator loss of effectiveness faults and external disturbances.…
cs.AI2025
Array-Based Monte Carlo Tree Search
James Ragan, Fred Y. Hadaegh, Soon-Jo Chung
Monte Carlo Tree Search is a popular method for solving decision making problems. Faster implementations allow for more simulations within the same wall clock time, directly improv…