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🏢 University of Macau

Rethinking Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus
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Reinforcement Learning 🏢 University of Macau
Effective Metric-based Exploration Bonus (EME) enhances reinforcement learning exploration by using a robust metric for state discrepancy and a dynamically adjusted scaling factor based on reward mode…
Recurrent Reinforcement Learning with Memoroids
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Machine Learning Reinforcement Learning 🏢 University of Macau
Memoroids and Tape-Based Batching revolutionize recurrent RL, enabling efficient processing of long sequences and improving sample efficiency by eliminating segmentation.