imitation.algorithms#

Implementations of imitation and reward learning algorithms.

Modules

imitation.algorithms.adversarial

Adversarial imitation learning algorithms, AIRL and GAIL.

imitation.algorithms.base

Module of base classes and helper methods for imitation learning algorithms.

imitation.algorithms.bc

Behavioural Cloning (BC).

imitation.algorithms.dagger

DAgger (https://arxiv.org/pdf/1011.0686.pdf).

imitation.algorithms.density

Density-based baselines for imitation learning.

imitation.algorithms.mce_irl

Finite-horizon tabular Maximum Causal Entropy IRL.

imitation.algorithms.preference_comparisons

Learning reward models using preference comparisons.