Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning. - James Seale Smith; Yen-Chang Hsu; Jonathan Balloch; Yilin Shen; Hongxia Jin; Zsolt Kira (ICCV, 2021)

Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer. - James Seale Smith; Jonathan Balloch; Yen-Chang Hsu; Zsolt Kira (IJCNN, 2021)

External Model Motivated Agents: Reinforcement Learning for Enhanced Environment Sampling. - Rishav Bhagat; Jonathan Balloch; Zhiyu Lin; Julia Kim; Mark O. Riedl (CoRR, 2024)

The Interpretability of Codebooks in Model-Based Reinforcement Learning is Limited. - Kenneth Eaton; Jonathan Balloch; Julia M. Kim; Mark O. Riedl (CoRR, 2024)