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Rambo: Reliability analysis for mamba through bit-flip attack opti- mization

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Adversarial Robustness of Deep State Space Models for Forecasting

cs.LG · 2026-04-03 · conditional · novelty 7.0

Spacetime SSM forecasters represent optimal Kalman predictors for autoregressive data but remain vulnerable to model-free attacks that exploit local linearity and increase error by over 33% compared to projected gradient descent.

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  • Adversarial Robustness of Deep State Space Models for Forecasting cs.LG · 2026-04-03 · conditional · none · ref 18

    Spacetime SSM forecasters represent optimal Kalman predictors for autoregressive data but remain vulnerable to model-free attacks that exploit local linearity and increase error by over 33% compared to projected gradient descent.