Adaptive Learning Rate Selection for Temporal Difference Learning
Temporal difference learning with linear function approximation is a popular method to obtain a low-dimensional approximation of the value func-.
Temporal Difference Learning as Gradient SplittingTemporal-difference learning (TD), coupled with neural networks, is among the most fundamental building blocks of deep reinforcement learning. However, due. Neural Temporal-Difference Learning Converges to Global OptimaDifferent from existing consensus-type TD algorithms, the ap- proach here develops a simple decentralized TD tracker by wedding TD learning with gradient ... Target-Based Temporal-Difference LearningIn this work, we introduce a new family of target-based temporal difference (TD) learning algorithms that main- tain two separate learning parameters ? the ...
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