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Tensorflow Implementation of the (Dual)-Associative Memory GRUs

If you make use of these implementations please cite the following paper:

Neural Associative Memory for Dual-Sequence Modeling. Dirk Weissenborn. arXiv:1606.03864. (to appear in RepL4NLP@ACL2016).

  • requires TensorFlow 0.9
  • contains RNNCell implementations for:
    • AssociativeGRU: Associative-Memory GRU
    • DualAssociativeGRU: Dual-Associative Memory
    • SelfControllerWrapper: Self-controller wrapper that is useful in combination with (Dual)-Associative Memory GRUs
    • ControllerWrapper: Controller wrapper that is useful in combination with (Dual)-Associative Memory GRUs or AttentionCell
    • AttentionCell: A RNNCell that can be used in combination with ControllerWrapper to realize attention