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gmlp-tf's Introduction

Gated Multilayer Perceptron - Tensorflow

Implementation of gMLP from Pay Attention to MLPs, an all-MLP replacement for Transformers, in tensorflow

gMLP architecture

Usage

model = tf.keras.Sequential([
  gMLPLayer(),
  gMLPLayer(dropout_rate=0.05),
  Flatten(),
  Dense(3)
])

Citations

@misc{liu2021pay,
    title   = {Pay Attention to MLPs},
    author  = {Hanxiao Liu and Zihang Dai and David R. So and Quoc V. Le},
    year    = {2021},
    eprint  = {2105.08050},
    archivePrefix = {arXiv},
    primaryClass = {cs.LG}
}

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