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Releases: takuseno/d3rlpy

Release version v0.2

10 Aug 23:54
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  • support model-based algorithm
    • Model-based Offline Policy Optimization
  • support data augmentation (for image observation)
    • Data-reguralized Q-learning
  • a lot of improvements
    • more dataset statistics
    • more options to customize neural network architecture
    • optimize default learning rates
    • etc

First release!

31 Jul 15:40
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  • online algorithms
    • Deep Q-Network (DQN)
    • Double DQN
    • Deep Deterministic Policy Gradients (DDPG)
    • Twin Delayed Deep Deterministic Policy Gradients (TD3)
    • Soft Actor-Critic (SAC)
  • data-driven algorithms
    • Batch-Constrained Q-leearning (BCQ)
    • Bootstrapping Error Accumulation Reduction (BEAR)
    • Conservative Q-Learning (CQL)
  • Q functions
    • mean
    • Quantile Regression
    • Implicit Quantile Network
    • Fully-parametrized Quantile Function (experimental)