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Never Worse, Mostly Better: Stable Policy Improvement in Deep Reinforcement Learning

In recent years, there has been significant progress in applying deep reinforcement learning (RL) for solving challenging problems across a wide variety of domains. Nevertheless, convergence of various methods has been shown to suffer from …