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Faster Bilevel Optimization: Single-Loop Penalty Methods for LLMs & Hyperparameter Tuning

By Liuyuan Jiang, Quan Xiao, Lisha Chen, Tianyi Chen on November 24, 2025Vol. 1, Issue No. 1

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