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  1. Neural networks made easy (Part 61): Optimism issue in offline reinforcement learning

    by , 06-15-2024 at 12:58 PM
    Recently, offline reinforcement learning methods have become widespread, which promises many prospects in solving problems of varying complexity. However, one of the main problems that researchers face is the optimism that can arise while learning. The agent optimizes its strategy based on the data from the training set and gains confidence in its actions. But the training set is quite often not able to cover the entire variety of possible states and transitions of the environment. In a stochastic
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