Solving the 30-Year Memory Paradox: Why Mamba Forgets, and How Lie-Group SO(2) Unitary Rotation Unlocks Lossless State Spaces (QU-SSM)
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For over thirty years, recurrent sequence modeling has been haunted by an unsolved mathematical paradox. Ever since Hochreiter (1991) and Bengio (1994) formulated the vanishing and exploding gradient problem, deep learning accepted an unspoken Faustian bargain: The Stability-Amnesia Paradox: If the…
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- 2026-09-10 10:55 · r/machinelearningnews
Solving the 30-Year Memory Paradox: Why Mamba Forgets, and How Lie-Group SO(2) Unitary Rotation Unlocks Lossless State Spaces (QU-SSM)