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Reasoning About Generalization via Conditional Mutual Information.

, и . COLT, том 125 из Proceedings of Machine Learning Research, стр. 3437-3452. PMLR, (2020)

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Thomas Steinke

Thomas Steinke

Thomas Steinke

Thomas Steinke

Thomas Steinke

 

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Privately Learning Subspaces., и . NeurIPS, стр. 1312-1324. (2021)A Private and Computationally-Efficient Estimator for Unbounded Gaussians., , , , и . COLT, том 178 из Proceedings of Machine Learning Research, стр. 544-572. PMLR, (2022)The Discrete Gaussian for Differential Privacy., , и . NeurIPS, (2020)The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation., , и . ICML, том 139 из Proceedings of Machine Learning Research, стр. 5201-5212. PMLR, (2021)New Oracle-Efficient Algorithms for Private Synthetic Data Release., , , , и . ICML, том 119 из Proceedings of Machine Learning Research, стр. 9765-9774. PMLR, (2020)Evading the Curse of Dimensionality in Unconstrained Private GLMs., , , и . AISTATS, том 130 из Proceedings of Machine Learning Research, стр. 2638-2646. PMLR, (2021)Using FPGAs to Accelerate HPC and Data Analytics on Intel-Based Systems., , , , и . ISC Workshops, том 11887 из Lecture Notes in Computer Science, стр. 561-566. Springer, (2019)Heterogeneous Active Messages for Offloading on the NEC SX-Aurora TSUBASA., , и . IPDPS Workshops, стр. 26-35. IEEE, (2019)Reasoning About Generalization via Conditional Mutual Information., и . COLT, том 125 из Proceedings of Machine Learning Research, стр. 3437-3452. PMLR, (2020)Generalization for Adaptively-chosen Estimators via Stable Median., и . COLT, том 65 из Proceedings of Machine Learning Research, стр. 728-757. PMLR, (2017)