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Goal-Space Planning with Subgoal Models


Jun 08, 2022
Chunlok Lo, Gabor Mihucz, Adam White, Farzane Aminmansour, Martha White

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No More Pesky Hyperparameters: Offline Hyperparameter Tuning for RL


May 18, 2022
Han Wang, Archit Sakhadeo, Adam White, James Bell, Vincent Liu, Xutong Zhao, Puer Liu, Tadashi Kozuno, Alona Fyshe, Martha White

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Robust Losses for Learning Value Functions


May 17, 2022
Andrew Patterson, Victor Liao, Martha White

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Investigating the Properties of Neural Network Representations in Reinforcement Learning


Mar 30, 2022
Han Wang, Erfan Miahi, Martha White, Marlos C. Machado, Zaheer Abbas, Raksha Kumaraswamy, Vincent Liu, Adam White

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Resonance in Weight Space: Covariate Shift Can Drive Divergence of SGD with Momentum


Mar 22, 2022
Kirby Banman, Liam Peet-Pare, Nidhi Hegde, Alona Fyshe, Martha White

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* In International Conference on Learning Representations. 2021 

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Continual Auxiliary Task Learning


Feb 22, 2022
Matthew McLeod, Chunlok Lo, Matthew Schlegel, Andrew Jacobsen, Raksha Kumaraswamy, Martha White, Adam White

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* Neural Information Processing Systems 2021 

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A Temporal-Difference Approach to Policy Gradient Estimation


Feb 04, 2022
Samuele Tosatto, Andrew Patterson, Martha White, A. Rupam Mahmood

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An Alternate Policy Gradient Estimator for Softmax Policies


Dec 22, 2021
Shivam Garg, Samuele Tosatto, Yangchen Pan, Martha White, A. Rupam Mahmood

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Understanding Feature Transfer Through Representation Alignment


Dec 15, 2021
Ehsan Imani, Wei Hu, Martha White

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* 13 pages, 16 figures 

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Off-Policy Actor-Critic with Emphatic Weightings


Nov 16, 2021
Eric Graves, Ehsan Imani, Raksha Kumaraswamy, Martha White

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