Jeffrey Negrea
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Information-theoretic generalization bounds for SGLD via data-dependent estimates
J Negrea, M Haghifam, GK Dziugaite, A Khisti, DM Roy
arXiv preprint arXiv:1911.02151, 2019
Sharpened generalization bounds based on conditional mutual information and an application to noisy, iterative algorithms
M Haghifam, J Negrea, A Khisti, DM Roy, GK Dziugaite
arXiv preprint arXiv:2004.12983, 2020
In defense of uniform convergence: Generalization via derandomization with an application to interpolating predictors
J Negrea, GK Dziugaite, D Roy
International Conference on Machine Learning, 7263-7272, 2020
Approximations of Geometrically Ergodic Reversible Markov Chains
J Negrea, JS Rosenthal
arXiv preprint arXiv:1702.07441, 2017
Relaxing the IID Assumption: Adaptively Minimax Optimal Regret via Root-Entropic Regularization
B Bilodeau, J Negrea, DM Roy
arXiv preprint arXiv:2007.06552, 2020
Optimal Scaling and Shaping of Random Walk Metropolis via Diffusion Limits of Block-IID Targets
J Negrea
arXiv preprint arXiv:1902.06603, 2019
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