We know optimism is provably efficient for online RL. What about offline RL? It turns out simply flipping the sign of the bonus is minimax optimal! Given a dataset, pessimism is the best effort we can make.
arxiv.org/abs/2012.15085
Just leave pessimism to 2020. Happy new year~!
Struggling with fine-tuning BERT models? Overfit your tasks again?
Check our recent work on ACL 2020 "SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization" arxiv.org/abs/1911.03437
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