Enhancing Hardware Fault Tolerance in Machines with Reinforcement Learning Policy Gradient Algorithms. - Sheila Schoepp; Mehran Taghian; Shotaro Miwa; Yoshihiro Mitsuka; Shadan Golestan; Osmar Zaïane (CoRR, 2024)

Explainability of deep reinforcement learning algorithms in robotic domains by using Layer-wise Relevance Propagation. - Mehran Taghian; Shotaro Miwa; Yoshihiro Mitsuka; Johannes Günther 002; Shadan Golestan; Osmar R. Zaïane (Eng. Appl. Artif. Intell., 2024)

A study of the efficacy of generative flow networks for robotics and machine fault-adaptation. - Zahin Sufiyan; Shadan Golestan; Shotaro Miwa; Yoshihiro Mitsuka; Osmar Zaïane (Eng. Appl. Artif. Intell., 2025)

TLXML: Task-Level Explanation of Meta-Learning via Influence Functions. - Yoshihiro Mitsuka; Shadan Golestan; Zahin Sufiyan; Sheila Schoepp; Shotaro Miwa; Osmar R. Zaïane (CoRR, 2025)