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Sanae Lotfi
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Loss surface simplexes for mode connecting volumes and fast ensembling
G Benton, W Maddox, S Lotfi, AGG Wilson
International Conference on Machine Learning (ICML), 769-779, 2021
562021
Bayesian model selection, the marginal likelihood, and generalization
S Lotfi, P Izmailov, G Benton, M Goldblum, AG Wilson
International Conference on Machine Learning (ICML), 14223-14247, 2022
502022
Dangers of bayesian model averaging under covariate shift
P Izmailov, P Nicholson, S Lotfi, AG Wilson
Advances in Neural Information Processing Systems (NeurIPS) 34, 3309-3322, 2021
392021
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization
S Lotfi, M Finzi, S Kapoor, A Potapczynski, M Goldblum, AG Wilson
Advances in Neural Information Processing Systems (NeurIPS) 35, 31459-31473, 2022
372022
Evaluating approximate inference in Bayesian deep learning
AG Wilson, S Lotfi, S Vikram, MD Hoffman, Y Gal, Y Li, MF Pradier, ...
NeurIPS 2021 Competitions and Demonstrations Track, 113-124, 2022
112022
Stochastic damped L-BFGS with controlled norm of the Hessian approximation
S Lotfi, TB de Ruisselet, D Orban, A Lodi
SIAM Conference on Optimization, 2020
72020
Non-vacuous generalization bounds for large language models
S Lotfi, M Finzi, Y Kuang, TGJ Rudner, M Goldblum, AG Wilson
arXiv preprint arXiv:2312.17173, 2023
32023
Evaluating Approximate Inference in Bayesian Deep Learning. 2021
AG Wilson, P Izmailov, MD Hoffman, Y Gal, Y Li, MF Pradier, S Vikram, ...
URL: https://izmailovpavel. github. io/neurips_bdl_competition/files …, 2021
2*2021
Stochastic First and Second Order Optimization Methods for Machine Learning
S Lotfi
Ecole Polytechnique, Montreal (Canada), 2020
22020
Adaptive first-and second-order algorithms for large-scale machine learning
S Lotfi, TB de Ruisselet, D Orban, A Lodi
Annual Conference on Machine Learning, Optimization, and Data Science (LOD), 2021
12021
Planning in home health care structures using reinforcement learning
S Lotfi, A Khalifa, A Bellahsen, L Benabbou, UL Campus
ICLR AI for social good workshop, 2019
12019
Bayesian model selection, the marginal likelihood, and generalization
S Lotfi, P Izmailov, G Benton, M Goldblum, AG Wilson
Journal of Machine Learning Research (JMLR), 2023
2023
Ocular Cataract Identification Using Deep Convolutional Neural Networks
FME Manuel, SM Saide, FDMA Ali, S Lotfi
International Conference on Artificial Intelligence, Big Data, Computing and …, 2023
2023
Stochastic adaptive regularization with dynamic sampling for machine learning
S Lotfi, D Orban, A Lodi
Les Cahiers du GERAD ISSN 711, 2440, 2020
2020
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