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cs.LG2022★ 1 cited
DEFT: Diverse Ensembles for Fast Transfer in Reinforcement Learning
Simeon Adebola, Satvik Sharma, Kaushik Shivakumar
Deep ensembles have been shown to extend the positive effect seen in typical ensemble learning to neural networks and to reinforcement learning (RL). However, there is still much t…
cs.LG2021★ 1 cited
Policy Gradient Bayesian Robust Optimization for Imitation Learning
Zaynah Javed, Daniel S. Brown, Satvik Sharma +5
The difficulty in specifying rewards for many real-world problems has led to an increased focus on learning rewards from human feedback, such as demonstrations. However, there are…