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Mahdi Haghifam
ServiceNow Research
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.
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Cite
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.
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