Papers

• The World is Bigger: Interaction and Learning Within a World
  A. Lewandowski, A. Ramesh, E. Meyer, S. Kumar, D. Schuurmans, M. Machado
  Reinforcement Learning and Decision Making Conference (RLDM), 2025
• Plastic Learning with Deep Fourier Features
  A. Lewandowski, D. Schuurmans, M. Machado
  International Conference on Learning Representations (ICLR), 2025
• Learning Continually by Spectral Regularization
  A. Lewandowski, S. Kumar, D. Schuurmans, A. György, M. Machado
  International Conference on Learning Representations (ICLR), 2025
• The Need for a Big World Simulator: A Scientific Challenge for Continual Learning
  S. Kumar, H. Jeon, A. Lewandowski, B. van Roy
  Finding the Frame Workshop at Reinforcement Learning Conference (RLC), 2024
  (Oral Presentation)
• Directions of Curvature as an Explanation for Loss of Plasticity
  A. Lewandowski, H. Tanaka, D. Schuurmans, M. Machado
  CoRR, abs/2312.00246v2, 2023
• Reinforcement Teaching
  C. Muslimani*, A. Lewandowski*, D. Schuurmans, M. Taylor, J. Luo
  Transactions on Machine Learning Research (TMLR), 2023

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