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stat.ME 1

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2026 1

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Robust Learning of Heterogeneous Dynamic Systems

stat.ME · 2026-04-07 · unverdicted · novelty 6.0

A distributionally robust ODE learning framework for heterogeneous systems that uses worst-case optimization over convex derivative combinations to produce a stabilized weighted estimator with theoretical guarantees.

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  • Robust Learning of Heterogeneous Dynamic Systems stat.ME · 2026-04-07 · unverdicted · none · ref 2

    A distributionally robust ODE learning framework for heterogeneous systems that uses worst-case optimization over convex derivative combinations to produce a stabilized weighted estimator with theoretical guarantees.