Inverse Reinforcement Learning via Matching of Optimality Profiles. - Luis Haug; Ivan Ovinnikov; Eugene Bykovets (CoRR, 2020)

BARReL: Bottleneck Attention for Adversarial Robustness in Vision-Based Reinforcement Learning. - Eugene Bykovets; Yannick Metz; Mennatallah El-Assady; Daniel A. Keim; Joachim M. Buhmann (CoRR, 2022)

How to Enable Uncertainty Estimation in Proximal Policy Optimization. - Eugene Bykovets; Yannick Metz; Mennatallah El-Assady; Daniel A. Keim; Joachim M. Buhmann (CoRR, 2022)

VISITOR: Visual Interactive State Sequence Exploration for Reinforcement Learning. - Yannick Metz; Eugene Bykovets; Lucas Joos; Daniel A. Keim; Mennatallah El-Assady (Comput. Graph. Forum, 2023)

Learning Causally Invariant Reward Functions from Diverse Demonstrations. - Ivan Ovinnikov; Eugene Bykovets; Joachim M. Buhmann (CoRR, 2024)

Uncertainty Estimation in On-Policy Reinforcement Learning: Estimation, Explanation, Application. - Eugene Bykovets (2025)