“Algorithms With Predictions”, Michael Mitzenmacher, Sergei Vassilvitskii2020-06-16 (algorithms, RL)⁠:

We introduce algorithms that use predictions from machine learning applied to the input to circumvent worst-case analysis.

We aim for algorithms that have near-optimal performance when these predictions are good, but recover the prediction-less worst case behavior when the predictions have large errors.