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The most efficient ReplayBuffer for DQN in PyTorch would be the PrioritizedReplayBuffer. It is an enhanced version of the vanilla ReplayBuffer that puts more weight on important transitions and experiences, allowing the model to learn faster and avoid overfitting to noise. This makes it especially useful for training deep reinforcement learning models such as DQN.