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Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions.

, , , , and . ICLR (Poster), OpenReview.net, (2019)

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Your classifier is secretly an energy based model and you should treat it like one., , , , , and . ICLR, OpenReview.net, (2020)Optimizing Millions of Hyperparameters by Implicit Differentiation., , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 1540-1552. PMLR, (2020)Optimally-Weighted Herding is Bayesian Quadrature., and . UAI, page 377-386. AUAI Press, (2012)On Implicit Bias in Overparameterized Bilevel Optimization., , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 22234-22259. PMLR, (2022)Complex Momentum for Optimization in Games., , , and . AISTATS, volume 151 of Proceedings of Machine Learning Research, page 7742-7765. PMLR, (2022)Probing the Compositionality of Intuitive Functions., , , , and . NIPS, page 3729-3737. (2016)Neural Networks with Cheap Differential Operators., and . NeurIPS, page 9961-9971. (2019)Stochastic Hyperparameter Optimization through Hypernetworks., and . CoRR, (2018)Active learning of intuitive control knobs for synthesizers using gaussian processes., , , , , and . IUI, page 115-124. ACM, (2014)Early Stopping as Nonparametric Variational Inference., , and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 1070-1077. JMLR.org, (2016)