Vincent Fortuin @vincefort.eurosky.social · 05/05/2026Finally, Geoff Pleiss is arguing that being "good enough" is an achievable goal in Bayesian optimization 030 3
Vincent Fortuin @vincefort.eurosky.social · 05/05/2026And Chris Oates is now talking about model misspecification in inverse problems 110 1
Vincent Fortuin @vincefort.eurosky.social · 05/05/2026Now, Clémentine Chazal is telling us about entropy-regularized variational objectives 130 3
Vincent Fortuin @vincefort.eurosky.social · 05/05/2026@pierrealquier.bsky.social is kicking it off with a talk on PAC-Bayes bounds for Markov chains 151 5
Vincent Fortuin @vincefort.eurosky.social · 05/05/2026If you're at #AISTATS and not using the day for tourism, come join our workshop OPTIMAL in Medina 1 162 6
Vincent Fortuin @vincefort.eurosky.social · 29/04/2025I’m greatly enjoying the setting of this year’s #AABI symposium, thanks to NTU Singapore for hosting us! 1121 12
Vincent Fortuin @vincefort.eurosky.social · 25/12/2024Merry Bayesmas to those who are celebrating 🎅🏻 3491 49
Vincent Fortuin @vincefort.eurosky.social · 12/12/2024This was a really awesome collaboration with Tristan Cinquin, Marvin Pförtner, @philipphennig.bsky.social, and Robert Bamler! 060 6
Vincent Fortuin @vincefort.eurosky.social · 12/12/2024🌊 We show that this can improve performance over standard Laplace with weight-space priors in real-world scientific tasks, such as this ocean current modeling problem 120 2
Vincent Fortuin @vincefort.eurosky.social · 12/12/2024💡 In our work, we propose to use the Laplace approximation in function space! This is mathematically principled (after a bit of measure theory) and can be efficiently implemented using matrix-free linear algebra 🚀 120 2
Vincent Fortuin @vincefort.eurosky.social · 10/12/2024Very honored to have been elected an @ellis.eu Scholar in the program for Robust Machine Learning: ellis.eu/programs/rob... What better way to celebrate it than to speak at the ELLIS UnConference in Bad Teinach? 2311 31
Vincent Fortuin @vincefort.eurosky.social · 06/12/2024This was a super fun collaboration, led by my master's student Rayen Dhahri with Alex Immer, @bertrand-sharp.bsky.social, and Stephan Günnemann 031 3
Vincent Fortuin @vincefort.eurosky.social · 06/12/2024🤔 How efficient can sparsification be without sacrificing performance? ☝️We showcase significant computational savings while retaining high performance across different sparsity levels: 📈 Achieves up to 20x computational savings with minimal accuracy degradation 130 3
Vincent Fortuin @vincefort.eurosky.social · 06/12/2024Moreover, we introduce Optimal Posterior Damage (OPD), a robust pruning criterion that: ⚡ Reuses posterior precision to guide efficient sparsification ⚡ Covers structured & unstructured pruning seamlessly ⚡ Scales well across various architectures and sparsity levels 120 2
Vincent Fortuin @vincefort.eurosky.social · 06/12/2024📢 Excited to present our work at #NeurIPS2024! 📄 "Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood" Read it here: arxiv.org/abs/2402.15978 Details in 🧵 1324 32