Mamba State Space Model (2024年)（マンバ）

概要

Mamba State Space Model は2024年成熟・Industry-leading selective state space model 2024年CMU + Princeton Mamba state space architecture position確立。Industry-leading linear-time scaling + O(n) vs Transformer O(n²) + Mamba-2 SSD 2024年6月 + Jamba hybrid integration + Falcon Mamba 7B + 2023年12月 paper Albert Gu + Tri Dao。

主な特徴・仕組み

• Industry-leading Albert Gu (CMU) + Tri Dao (Princeton + Together AI) 2023年12月 paper → 2024 mature
• Industry-leading Mamba selective state space model signature
• Industry-leading selective state-space model SSM signature (vs Transformer attention)
• Industry-leading linear-time O(n) scaling signature (vs Transformer O(n²))
• Industry-leading Mamba-2 SSD (State Space Duality) 2024年6月 evolution signature
• Industry-leading hardware-aware parallel scan signature
• Industry-leading Jamba hybrid Mamba+Transformer integration signature
• Industry-leading Falcon Mamba 7B production signature
• Industry-leading Codestral Mamba code model signature
• Industry-leading 2023年12月 ArXiv paper "Mamba Linear-Time Sequence Modeling with Selective State Spaces"
• Industry-leading 2024 alternative architecture standard

まとめ

Mamba State Space Model = 2024年成熟Albert Gu CMU + Tri Dao Princeton + Together AI発表のpremium state space architecture。Industry-leading selective state-space model SSM vs Transformer attention + linear-time O(n) scaling vs Transformer O(n²) + Mamba-2 SSD State Space Duality 2024年6月 evolution + hardware-aware parallel scan + Jamba hybrid Mamba+Transformer integration + Falcon Mamba 7B production + Codestral Mamba code model + 2023年12月 ArXiv paper + 2024 alternative architecture standard position確立。