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2026 1

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Bilevel learning

math.OC · 2026-05-02 · unverdicted · novelty 2.0

Bilevel learning methods rely on implicit differentiation but are restricted by assumptions of unique lower-level solutions and struggle with constraints, and connections to broader bilevel optimization literature may enable more scalable general-purpose algorithms.

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  • Bilevel learning math.OC · 2026-05-02 · unverdicted · none · ref 21

    Bilevel learning methods rely on implicit differentiation but are restricted by assumptions of unique lower-level solutions and struggle with constraints, and connections to broader bilevel optimization literature may enable more scalable general-purpose algorithms.