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Neu- ral ordinary differential equations

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eess.SY 1

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2026 1

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Learning Neural Hybrid Surrogates for Gradient-Based Falsification

eess.SY · 2026-05-08 · unverdicted · novelty 7.0

A neural hybrid automaton surrogate is learned from data to enable gradient-based optimization that finds safety violations in hybrid systems more efficiently than prior tools, with final verification on the original system.

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  • Learning Neural Hybrid Surrogates for Gradient-Based Falsification eess.SY · 2026-05-08 · unverdicted · none · ref 18

    A neural hybrid automaton surrogate is learned from data to enable gradient-based optimization that finds safety violations in hybrid systems more efficiently than prior tools, with final verification on the original system.