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Resource Allocation in Multi-armed Bandit Exploration: Overcoming Nonlinear Scaling with Adaptive Parallelism.

, , , , , and . CoRR, (2020)

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Variance Reduction With Sparse Gradients., , and . ICLR, OpenReview.net, (2020)On Linear Stochastic Approximation: Fine-grained Polyak-Ruppert and Non-Asymptotic Concentration., , , , and . COLT, volume 125 of Proceedings of Machine Learning Research, page 2947-2997. PMLR, (2020)Resource Allocation in Multi-armed Bandit Exploration: Overcoming Nonlinear Scaling with Adaptive Parallelism., , , , , and . CoRR, (2020)On Projection Robust Optimal Transport: Sample Complexity and Model Misspecification, , , , and . (2020)cite arxiv:2006.12301Comment: Correct some typos; 46 Pages, 41 figures.Competing Bandits in Matching Markets., , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 1618-1628. PMLR, (2020)Optimism-driven exploration for nonlinear systems., , , and . ICRA, page 3239-3246. IEEE, (2015)Probabilistic Inference in Queueing Networks., and . SysML, USENIX Association, (2008)Learning from measurements in exponential families., , and . ICML, volume 382 of ACM International Conference Proceeding Series, page 641-648. ACM, (2009)Statistical debugging: simultaneous identification of multiple bugs., , , , and . ICML, volume 148 of ACM International Conference Proceeding Series, page 1105-1112. ACM, (2006)Fast approximate spectral clustering., , and . KDD, page 907-916. ACM, (2009)