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Event Tables for Efficient Experience Replay – Sony AI

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By Thomas Walsh, Samuel Barrett, Peter R. Wurman, Varun Kompella
| ai.sony
December 14, 2023 Each of us carries a core set of experiences, events that stand out as particularly important and have shaped our lives more than an average day. However, this is often not the case for AI agents using deep reinforcement learning (RL) and artificial networks. These systems typically employ Experience Replay (ER), a vital element that stores previous experiences in an Experience Replay Buffer (ERB) and re-samples them in mini-batches to train the agent's networks.
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