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Value-Based Methods#

Loss modules for value-based RL algorithms.

DQNLoss(*args, **kwargs)

The DQN Loss class.

DistributionalDQNLoss(*args, **kwargs)

A distributional DQN loss class.

IQLLoss(*args, **kwargs)

TorchRL implementation of the IQL loss.

DiscreteIQLLoss(*args, **kwargs)

TorchRL implementation of the discrete IQL loss.

CQLLoss(*args, **kwargs)

TorchRL implementation of the continuous CQL loss.

DiscreteCQLLoss(*args, **kwargs)

TorchRL implementation of the discrete CQL loss.