Top 10 Machine Learning Papers of 2022

The relevance of any field depends on the ongoing research and studies around it. This especially holds for advancing fields like machine learning. To bring you up to speed on the critical ideas driving machine learning in 2022, we handpicked the top 10 research papers for all AI/ML enthusiasts out there! Ways to incorporate historical data are still unclear: initialising reward estimates with historical samples can suffer from bogus and imbalanced data coverage, leading to computational and storage issues--particularly in continuous action spaces. The paper addresses the obstacles by proposing'Artificial Replay', an algorithm to incorporate historical data into any arbitrary base bandit algorithm. The paper proposes an algorithm in which the meta-learner teaches itself to overcome the meta-optimisation challenge.