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ENTITY Distribution-Aware Robust Bilevel Optimization: Quantile-Guided Huber Updates in Two-Timescale Stochastic Approximation

Distribution-Aware Robust Bilevel Optimization: Quantile-Guided Huber Updates in Two-Timescale Stochastic Approximation

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  1. TOOL · CL_116095 ·

    New framework enhances bilevel optimization robustness against noisy data

    Researchers have developed a new framework called RQ-TTSA (Robust Quantile-guided TTSA) to address instability in bilevel optimization, particularly when dealing with heavy-tailed stochastic noise. This distribution-awa…