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Mahdi Haghifam

Publications

Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy-Gradient Iterative Algorithms. Mahdi Haghifam, Jeffrey Negrea, Ashish Khisti, Daniel M. Roy, Gintare Karolina Dziugaite. At Conference on Neural Information Processing Systems (NeurIPS),  2020.

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On the Information Complexity of Proper Learners for VC Classes in the Realizable Case. Mahdi Haghifam, Gintare Karolina Dziugaite, Shay Moran, Daniel M. Roy. At ArXiv,  2020.

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Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates. Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite, Ashish Khisti, Daniel M. Roy. At Conference on Neural Information Processing Systems (NeurIPS),  2019.

Article Citation

Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates. Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite, Ashish Khisti, Daniel M. Roy. At Workshop at the International Conference on Machine Learning (ICML),  2019.

Article Citation