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Image Credit: Arxiv

TransMamba: Flexibly Switching between Transformer and Mamba

  • TransMamba is a framework that combines Transformer and Mamba models for efficient long-sequence processing.
  • TransMamba uses shared parameter matrices to switch between attention and state space model (SSM) mechanisms.
  • The framework includes a Memory converter to bridge Transformer and Mamba models for seamless information flow.
  • Experimental results demonstrate that TransMamba achieves superior training efficiency and performance compared to baselines.

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