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Hardware-Aware Algorithm for Selective State Space Models

  • Researchers propose a hardware-aware algorithm for selective state space models.
  • Selective state space models (SSMs) aim to improve efficiency and performance by incorporating selective mechanisms.
  • The algorithm leverages parallel associative scan and utilizes kernel fusion and recomputation for fast and memory-efficient implementation on modern hardware.
  • The proposed hardware-aware algorithm for selective SSMs demonstrates significant speedup and memory optimization compared to standard implementations.

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