Alert button
Picture for Vincent Fortuin

Vincent Fortuin

Alert button

Gaussian Stochastic Weight Averaging for Bayesian Low-Rank Adaptation of Large Language Models

Add code
Bookmark button
Alert button
May 06, 2024
Emre Onal, Klemens Flöge, Emma Caldwell, Arsen Sheverdin, Vincent Fortuin

Viaarxiv icon

On the Challenges and Opportunities in Generative AI

Add code
Bookmark button
Alert button
Feb 28, 2024
Laura Manduchi, Kushagra Pandey, Robert Bamler, Ryan Cotterell, Sina Däubener, Sophie Fellenz, Asja Fischer, Thomas Gärtner, Matthias Kirchler, Marius Kloft, Yingzhen Li, Christoph Lippert, Gerard de Melo, Eric Nalisnick, Björn Ommer, Rajesh Ranganath, Maja Rudolph, Karen Ullrich, Guy Van den Broeck, Julia E Vogt, Yixin Wang, Florian Wenzel, Frank Wood, Stephan Mandt, Vincent Fortuin

Viaarxiv icon

Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood

Add code
Bookmark button
Alert button
Feb 25, 2024
Rayen Dhahri, Alexander Immer, Betrand Charpentier, Stephan Günnemann, Vincent Fortuin

Viaarxiv icon

Position Paper: Bayesian Deep Learning in the Age of Large-Scale AI

Add code
Bookmark button
Alert button
Feb 06, 2024
Theodore Papamarkou, Maria Skoularidou, Konstantina Palla, Laurence Aitchison, Julyan Arbel, David Dunson, Maurizio Filippone, Vincent Fortuin, Philipp Hennig, Jose Miguel Hernandez Lobato, Aliaksandr Hubin, Alexander Immer, Theofanis Karaletsos, Mohammad Emtiyaz Khan, Agustinus Kristiadi, Yingzhen Li, Stephan Mandt, Christopher Nemeth, Michael A. Osborne, Tim G. J. Rudner, David Rügamer, Yee Whye Teh, Max Welling, Andrew Gordon Wilson, Ruqi Zhang

Viaarxiv icon

Uncertainty in Graph Contrastive Learning with Bayesian Neural Networks

Add code
Bookmark button
Alert button
Nov 30, 2023
Alexander Möllers, Alexander Immer, Elvin Isufi, Vincent Fortuin

Viaarxiv icon

Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo

Add code
Bookmark button
Alert button
Oct 30, 2023
Szilvia Ujváry, Gergely Flamich, Vincent Fortuin, José Miguel Hernández Lobato

Figure 1 for Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo
Figure 2 for Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo
Figure 3 for Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo
Figure 4 for Estimating optimal PAC-Bayes bounds with Hamiltonian Monte Carlo
Viaarxiv icon

A Primer on Bayesian Neural Networks: Review and Debates

Add code
Bookmark button
Alert button
Sep 28, 2023
Julyan Arbel, Konstantinos Pitas, Mariia Vladimirova, Vincent Fortuin

Viaarxiv icon

Hodge-Aware Contrastive Learning

Add code
Bookmark button
Alert button
Sep 14, 2023
Alexander Möllers, Alexander Immer, Vincent Fortuin, Elvin Isufi

Figure 1 for Hodge-Aware Contrastive Learning
Figure 2 for Hodge-Aware Contrastive Learning
Figure 3 for Hodge-Aware Contrastive Learning
Figure 4 for Hodge-Aware Contrastive Learning
Viaarxiv icon

Understanding Pathologies of Deep Heteroskedastic Regression

Add code
Bookmark button
Alert button
Jun 29, 2023
Eliot Wong-Toi, Alex Boyd, Vincent Fortuin, Stephan Mandt

Figure 1 for Understanding Pathologies of Deep Heteroskedastic Regression
Figure 2 for Understanding Pathologies of Deep Heteroskedastic Regression
Figure 3 for Understanding Pathologies of Deep Heteroskedastic Regression
Figure 4 for Understanding Pathologies of Deep Heteroskedastic Regression
Viaarxiv icon

Laplace-Approximated Neural Additive Models: Improving Interpretability with Bayesian Inference

Add code
Bookmark button
Alert button
May 26, 2023
Kouroche Bouchiat, Alexander Immer, Hugo Yèche, Gunnar Rätsch, Vincent Fortuin

Figure 1 for Laplace-Approximated Neural Additive Models: Improving Interpretability with Bayesian Inference
Figure 2 for Laplace-Approximated Neural Additive Models: Improving Interpretability with Bayesian Inference
Figure 3 for Laplace-Approximated Neural Additive Models: Improving Interpretability with Bayesian Inference
Figure 4 for Laplace-Approximated Neural Additive Models: Improving Interpretability with Bayesian Inference
Viaarxiv icon