Sanae Lotfi

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 13

Top Topics

Generalization Bounds

Top Venues

NeurIPS (Competition and Demos)

Publications

Sanae Lotfi, Yilun Kuang, Brandon Amos, Micah Goldblum, Marc Finzi, Andrew Gordon Wilson
Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models. CoRR (2024)
Sanae Lotfi, Marc Finzi, Yilun Kuang, Tim G. J. Rudner, Micah Goldblum, Andrew Gordon Wilson
Non-Vacuous Generalization Bounds for Large Language Models. CoRR (2023)
Sanae Lotfi, Pavel Izmailov, Gregory W. Benton, Micah Goldblum, Andrew Gordon Wilson
Bayesian Model Selection, the Marginal Likelihood, and Generalization. CoRR (2022)
Sanae Lotfi, Pavel Izmailov, Gregory W. Benton, Micah Goldblum, Andrew Gordon Wilson
Bayesian Model Selection, the Marginal Likelihood, and Generalization. ICML (2022)
Sanae Lotfi, Marc Finzi, Sanyam Kapoor, Andres Potapczynski, Micah Goldblum, Andrew Gordon Wilson
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization. NeurIPS (2022)
Sanae Lotfi, Marc Finzi, Sanyam Kapoor, Andres Potapczynski, Micah Goldblum, Andrew Gordon Wilson
PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization. CoRR (2022)
Sanae Lotfi, Tiphaine Bonniot de Ruisselet, Dominique Orban, Andrea Lodi
Adaptive First- and Second-Order Algorithms for Large-Scale Machine Learning. CoRR (2021)
Pavel Izmailov, Patrick Nicholson, Sanae Lotfi, Andrew Gordon Wilson
Dangers of Bayesian Model Averaging under Covariate Shift. NeurIPS (2021)
Gregory W. Benton, Wesley J. Maddox, Sanae Lotfi, Andrew Gordon Wilson
Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling. CoRR (2021)
Andrew Gordon Wilson, Pavel Izmailov, Matthew D. Hoffman, Yarin Gal, Yingzhen Li, Melanie F. Pradier, Sharad Vikram, Andrew Y. K. Foong, Sanae Lotfi, Sebastian Farquhar
Evaluating Approximate Inference in Bayesian Deep Learning. NeurIPS (Competition and Demos) (2021)
Gregory W. Benton, Wesley Maddox, Sanae Lotfi, Andrew Gordon Wilson
Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling. ICML (2021)
Pavel Izmailov, Patrick Nicholson, Sanae Lotfi, Andrew Gordon Wilson
Dangers of Bayesian Model Averaging under Covariate Shift. CoRR (2021)
Sanae Lotfi, Tiphaine Bonniot de Ruisselet, Dominique Orban, Andrea Lodi
Stochastic Damped L-BFGS with Controlled Norm of the Hessian Approximation. CoRR (2020)