Statistical Learning


. Local Optimality and Generalization Guarantees for the Langevin Algorithm via Empirical Metastability. arXiv:1802.06439, accepted at COLT, 2018.

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. Fisher-Rao Metric, Geometry, and Complexity of Neural Networks. arXiv:1711.01530, 2017.

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. Adaptive Feature Selection: Computationally Efficient Online Sparse Linear Regression under RIP. Journal of Machine Learning Research W&CP, vol.70 (ICML), 1780-1788, 2017.

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. Learning with Square Loss: Localization through Offset Rademacher Complexity. Journal of Machine Learning Research W&CP, vol.40 (COLT), 1260–1285, 2015.

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