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Learning to Explain: An Information-Theoretic Perspective on Model Interpretation

, , , and . (2018)cite arxiv:1802.07814Comment: Accepted to ICML 2018 as a long oral.

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Geographic gossip: efficient aggregation for sensor networks., , and . IPSN, page 69-76. ACM, (2006)Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems., , , , , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 2916-2925. PMLR, (2019)Restricted Eigenvalue Properties for Correlated Gaussian Designs., , and . J. Mach. Learn. Res., (2010)When is it Better to Compare than to Score?, , , , , and . CoRR, (2014)Universal Quantile Estimation with Feedback in the Communication-Constrained Setting, and . CoRR, (2007)Simple, Robust and Optimal Ranking from Pairwise Comparisons., and . CoRR, (2015)Estimating divergence functionals and the likelihood ratio by convex risk minimization, , and . CoRR, (2008)Comunication-Efficient Algorithms for Statistical Optimization, , and . CoRR, (2012)SAFFRON: an Adaptive Algorithm for Online Control of the False Discovery Rate., , , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 4283-4291. PMLR, (2018)Fast mixing of Metropolized Hamiltonian Monte Carlo: Benefits of multi-step gradients., , , and . CoRR, (2019)