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Image Credit: Arxiv

Let SSMs be ConvNets: State-space Modeling with Optimal Tensor Contractions

  • Researchers introduce Centaurus, a class of networks composed of generalized state-space model (SSM) blocks.
  • The SSM operations can be treated as tensor contractions during training.
  • The optimal order of tensor contractions is determined for every SSM block to maximize training efficiency.
  • The Centaurus network outperforms its counterparts in raw audio processing tasks and achieves competitive performance in automatic speech recognition (ASR).

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