A new advantage-weighted Bellman operator is claimed to speed up Q-learning convergence, but the proofs are flawed and experiments lack error bars.
Speedy q-learning
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Bellman operator convergence enhancements in reinforcement learning algorithms
A new advantage-weighted Bellman operator is claimed to speed up Q-learning convergence, but the proofs are flawed and experiments lack error bars.