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Publications

Conference Papers

Andrew Patterson, Samuel Neumann, Martha White, and Adam White. Empirical Design in Reinforcement Learning.. Journal of Machine Learning Research. 2024.

Scott M. Jordan, Samuel Neumann, James E. Kostas, Adam White, and Philip S. Thomas. The Cliff of Overcommitment with Policy Gradient Step Sizes. 2024.

Andrew Patterson, Samuel Neumann, Raksha Kumaraswamy, Martha White, and Adam White. Cross-environment Hyperparameter Tuning for Reinforcement Learning. Reinforcement Learning Conference. 2024.

Samuel Neumann, Sungsu Lim, Ajin Joseph, Yangchen Pan, Adam White, and Martha White. Greedy Actor-Critic: A New Conditional Cross-Entropy Method for Policy Improvement. International Conference on Learning Representations. 2023.

Samuel Neumann and Mohamad El-Hajj. An Association Analysis of Breast Cancer with Carotenoids. International Conference on Bioinformatics and Computational Biology. 2023.

Cory Efird, Samuel Neumann, Kevin G. Solar, Christian Beaulieu, and Dana Cobzas. Hippocampus Segmentation on High Resolution Diffusion MRI. International Symposium on Biomedical Imaging. 2021.

Theses

Master of Science: Greedy Actor-Critic: A New Conditional Cross-Entropy Method for Policy Improvement