Corpus ID: 49313355

Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation

@article{Gamrian2019TransferLF,
  title={Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation},
  author={Shani Gamrian and Y. Goldberg},
  journal={ArXiv},
  year={2019},
  volume={abs/1806.07377}
}
  • Shani Gamrian, Y. Goldberg
  • Published 2019
  • Computer Science
  • ArXiv
    • Despite the remarkable success of Deep RL in learning control policies from raw pixels, the resulting models do not generalize. We demonstrate that a trained agent fails completely when facing small visual changes, and that fine-tuning---the common transfer learning paradigm---fails to adapt to these changes, to the extent that it is faster to re-train the model from scratch. We show that by separating the visual transfer task from the control policy we achieve substantially better sample… CONTINUE READING
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    Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation
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    References

    SHOWING 1-10 OF 48 REFERENCES
    DARLA: Improving Zero-Shot Transfer in Reinforcement Learning
    • 198
    • PDF
    Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning
    • 141
    • PDF
    Schema Networks: Zero-shot Transfer with a Generative Causal Model of Intuitive Physics
    • 144
    • PDF
    Reinforcement Learning from Imperfect Demonstrations
    • 100
    • PDF
    DualGAN: Unsupervised Dual Learning for Image-to-Image Translation
    • 973
    • PDF
    Multitask Reinforcement Learning for Zero-shot Generalization with Subtask Dependencies
    • 7
    Learning from Demonstrations for Real World Reinforcement Learning
    • 108
    • PDF
    One-Shot Reinforcement Learning for Robot Navigation with Interactive Replay
    • 36
    • PDF
    Deep Learning of Representations for Unsupervised and Transfer Learning
    • Yoshua Bengio
    • Computer Science
    • ICML Unsupervised and Transfer Learning
    • 2012
    • 839
    • PDF
    Generative Adversarial Imitation Learning
    • 941
    • PDF