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Getting to the point: index sets and parallelism-preserving autodiff for pointful array programming.

, , , , , , , and . Proc. ACM Program. Lang., 5 (ICFP): 1-29 (2021)

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Optimally-Weighted Herding is Bayesian Quadrature., and . UAI, page 377-386. AUAI Press, (2012)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)Neural Networks with Cheap Differential Operators., and . NeurIPS, page 9961-9971. (2019)Complex Momentum for Optimization in Games., , , and . AISTATS, volume 151 of Proceedings of Machine Learning Research, page 7742-7765. PMLR, (2022)On Implicit Bias in Overparameterized Bilevel Optimization., , , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 22234-22259. PMLR, (2022)Probing the Compositionality of Intuitive Functions., , , , and . NIPS, page 3729-3737. (2016)Early Stopping as Nonparametric Variational Inference., , and . AISTATS, volume 51 of JMLR Workshop and Conference Proceedings, page 1070-1077. JMLR.org, (2016)Avoiding pathologies in very deep networks., , , and . AISTATS, volume 33 of JMLR Workshop and Conference Proceedings, page 202-210. JMLR.org, (2014)Sticking the Landing: Simple, Lower-Variance Gradient Estimators for Variational Inference., , and . NIPS, page 6925-6934. (2017)