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A simple linear algebra identity to optimize large-scale neural network quantum states

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math.OC 1

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2026 1

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Momentum Stability and Adaptive Control in Stochastic Reconfiguration

math.OC · 2026-04-20 · unverdicted · novelty 5.0

Convergence holds for momentum μ less than 1 in SPRING under mild assumptions, but μ=1 risks divergence; PRIME-SR adapts momentum via spectral dimension and subspace overlap to match tuned performance with better robustness.

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  • Momentum Stability and Adaptive Control in Stochastic Reconfiguration math.OC · 2026-04-20 · unverdicted · none · ref 28

    Convergence holds for momentum μ less than 1 in SPRING under mild assumptions, but μ=1 risks divergence; PRIME-SR adapts momentum via spectral dimension and subspace overlap to match tuned performance with better robustness.