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Rishabh Agarwal
Rishabh Agarwal
Research Scientist, Google Brain
Verified email at google.com - Homepage
Title
Cited by
Cited by
Year
An Optimistic Perspective on Offline Reinforcement Learning
R Agarwal, D Schuurmans, M Norouzi
International Conference on Machine Learning (ICML), 2020
302*2020
Neural additive models: Interpretable machine learning with neural nets
R Agarwal, L Melnick, Frosst, Zhang, Lengerich, R Caruana, GE Hinton
Neural Information Processing Systems (NeurIPS), 𝗦𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁, 2021
1422021
Deep Reinforcement Learning at the Edge of the Statistical Precipice
R Agarwal, M Schwarzer, PS Castro, A Courville, MG Bellemare
Neural Information Processing Systems (NeurIPS), 𝗢𝘂𝘁𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗣𝗮𝗽𝗲𝗿 𝗔𝘄𝗮𝗿𝗱, 2021
922021
Revisiting Fundamentals of Experience Replay
W Fedus*, P Ramachandran*, R Agarwal, Y Bengio, H Larochelle, ...
International Conference on Machine Learning (ICML), 2020
882020
RL Unplugged: A Collection of Benchmarks for Offline Reinforcement Learning
C Gulcehre, Z Wang, A Novikov, T Paine, S Gómez, K Zolna, R Agarwal, ...
Advances in Neural Information Processing Systems (NeurIPS), 2020
77*2020
Learning to Generalize from Sparse and Underspecified Rewards
R Agarwal, C Liang, D Schuurmans, M Norouzi
International Conference on Machine Learning (ICML), 2019
772019
Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning
R Agarwal, MC Machado, PS Castro, MG Bellemare
International Conference on Learning Representations (ICLR), 𝗦𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁, 2021
642021
Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning
R Agarwal*, A Kumar*, D Ghosh, S Levine
International Conference on Learning Representations (ICLR), *equal contribution, 2021
32*2021
Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation
E Nikishin, R Abachi, R Agarwal, PL Bacon
AAAI Conference on Artificial Intelligence, 2022
112022
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization
A Kumar, R Agarwal, T Ma, A Courville, G Tucker, S Levine
International Conference on Learning Representations (ICLR), 𝗦𝗽𝗼𝘁𝗹𝗶𝗴𝗵𝘁, 2022
82022
On the Generalization of Representations in Reinforcement Learning
CL Lan, S Tu, A Oberman, R Agarwal, MG Bellemare
International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
22022
Beyond Tabula Rasa: Reincarnating Reinforcement Learning
R Agarwal, M Schwarzer, PS Castro, A Courville, MG Bellemare
Neural Information Processing Systems (NeurIPS), 2022
2022
Behavior Predictive Representations for Generalization in Reinforcement Learning
S Agarwal, A Courville, R Agarwal
Conference on Reinforcement Learning and Decision Making (RLDM), 2022
2022
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