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Mamba-3 Discretisation, Complex State and MIMO Decoding

the current state of the SSM line at ICLR 2026 — higher-order discretisation, complex state transitions applied as a data-dependent rotation to buy parity and other state tracking, and a multi-input multi-output form that raises decode arithmetic intensity without growing the state; a named-model node, expect it superseded within two quarters

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Mamba3: Improved Sequence Modeling Using State Space Principles

Mamba 3 introduces a third-order accurate exponential trapezoidal discretization rule to eliminate redundant causal convolutions within State Space Model (SSM) architectures, thereby enhancing arithm…