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Stable neural ODE with Lyapunov-stable equilibrium points for defending against adversarial attacks,

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cs.LG 1

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2024 1

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CONDITIONAL 1

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ICODE: Modeling Dynamical Systems with Extrinsic Input Information

cs.LG · 2024-11-21 · conditional · novelty 4.0

ICODE, a control-affine neural ODE that feeds external inputs directly into the dynamics, predicts trajectories better than NODE, ANODE, and CDE on simulated physical benchmarks, but its contraction guarantee is not enforced or verified.

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  • ICODE: Modeling Dynamical Systems with Extrinsic Input Information cs.LG · 2024-11-21 · conditional · none · ref 7

    ICODE, a control-affine neural ODE that feeds external inputs directly into the dynamics, predicts trajectories better than NODE, ANODE, and CDE on simulated physical benchmarks, but its contraction guarantee is not enforced or verified.