Following Mamba-2's introduction in mid-2024, the field largely transitioned from Mamba-1. This shift occurred because Mamba-2 prioritized training efficiency, which was identified as a major constraint for SSMs. By streamlining the core SSM operations, it achieved significantly faster training times, leading to its broad acceptance.
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