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Deep Q Learning

PulseAugur coverage of Deep Q Learning — every cluster mentioning Deep Q Learning across labs, papers, and developer communities, ranked by signal.

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  1. RESEARCH · CL_21756 ·

    New research challenges independence assumption in Deep Q-Learning algorithms

    Researchers have developed a new statistical analysis for Deep Q-Networks (DQN) that accounts for temporal dependence in training data. This approach models minibatches as $\tau$-mixing, moving beyond the typical assump…

  2. RESEARCH · CL_01047 ·

    OpenAI finds evolution strategies rival reinforcement learning for AI training

    OpenAI researchers have found that evolution strategies (ES), a decades-old optimization technique, can rival the performance of modern reinforcement learning (RL) methods on benchmarks like Atari and MuJoCo. ES offers …