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doi: 10 · arXiv 0304.092139

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cs.LG 1

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2026 1

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CONDITIONAL 1

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Controlling Transient Amplification Improves Long-horizon Rollouts

cs.LG · 2026-05-09 · conditional · novelty 6.0 · 2 refs

Commutativity regularization mitigates transient error amplification in autoregressive neural simulators by penalizing non-normality and non-commutativity of Jacobians, yielding stable long-horizon rollouts.

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  • Controlling Transient Amplification Improves Long-horizon Rollouts cs.LG · 2026-05-09 · conditional · none · ref 13 · 2 links

    Commutativity regularization mitigates transient error amplification in autoregressive neural simulators by penalizing non-normality and non-commutativity of Jacobians, yielding stable long-horizon rollouts.