AABI 2024 Symposium Submissions

Estimating Expectations without Sampling: Neural Stein Estimation
Mohsin Hasan, Dinghuai Zhang, Cheikh Ahmed, Awa Khouna, Yoshua Bengio
- Published: 27 May 2024, Last Modified: 13 Jul 2024
- AABI 2024
- Readers: Everyone
Gaussian Stochastic Weight Averaging for Bayesian Low-rank Adaptation of Large Language Models
Emre Onal, Klemens Flöge, Emma Caldwell, Arsen Sheverdin, Vincent Fortuin
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood
Rayen Dhahri, Alexander Immer, Bertrand Charpentier, Stephan Günnemann, Vincent Fortuin
- Published: 27 May 2024, Last Modified: 11 Jul 2024
- AABI 2024
- Readers: Everyone
Can a Confident Prior Replace a Cold Posterior?
Martin Marek, Brooks Paige, Pavel Izmailov
- Published: 27 May 2024, Last Modified: 11 Jul 2024
- AABI 2024
- Readers: Everyone
Globally Convergent Variational Inference
Declan McNamara, Jackson Loper, Jeffrey Regier
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
Uncertainty-Guided Optimization on Large Language Model Search Trees
Julia Grosse, Ruotian Wu, Ahmad Rashid, Philipp Hennig, Pascal Poupart, Agustinus Kristiadi
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
On Uncertainty Quantification for Near-Bayes Optimal Algorithms
Ziyu Wang, Christopher C. Holmes
- Published: 27 May 2024, Last Modified: 10 Jul 2024
- AABI 2024
- Readers: Everyone
Warm Start Marginal Likelihood Optimisation for Iterative Gaussian Processes
Jihao Andreas Lin, Shreyas Padhy, Bruno Kacper Mlodozeniec, José Miguel Hernández-Lobato
- Published: 27 May 2024, Last Modified: 28 May 2024
- AABI 2024
- Readers: Everyone
Word Embedding Uncertainty Estimation
Väinö Yrjänäinen, Isac Boström, Måns Magnusson
- Published: 27 May 2024, Last Modified: 27 May 2024
- AABI 2024
- Readers: Everyone
Evaluating approximate Bayesian inference for radio galaxy classification
Devina Mohan, Anna M M Scaife
- Published: 27 May 2024, Last Modified: 10 Jul 2024
- AABI 2024
- Readers: Everyone
Hamiltonian Monte Carlo with categorical parameters using the Concrete distribution
Jakob Torgander, Måns Magnusson, Jonas Wallin
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
HybridBNN: Joint Training of Deterministic and Stochastic Layers in Bayesian Neural Nets
Amin Nejatbakhsh, Julien Boussard
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
Explainable Attribution using Additive Gaussian Processes
Xiaoyu Lu, Alexis Boukouvalas, James Hensman
- Published: 27 May 2024, Last Modified: 11 Jul 2024
- AABI 2024
- Readers: Everyone
Unity by Diversity: Improved Representation Learning in Multimodal VAEs
Thomas M. Sutter, Yang Meng, Norbert Fortin, Julia E Vogt, Babak Shahbaba, Stephan Mandt
- Published: 27 May 2024, Last Modified: 12 Jul 2024
- AABI 2024
- Readers: Everyone
Ai-sampler: Adversarial Learning of Markov kernels with involutive maps
Evgenii Egorov, Riccardo Valperga, Stratis Gavves
- Published: 27 May 2024, Last Modified: 27 May 2024
- AABI 2024
- Readers: Everyone
Structured Partial Stochasticity in Bayesian Neural Networks
Tommy Rochussen
- Published: 27 May 2024, Last Modified: 02 Jul 2024
- AABI 2024
- Readers: Everyone
How Useful is Intermittent, Asynchronous Expert Feedback for Bayesian Optimization?
Agustinus Kristiadi, Felix Strieth-Kalthoff, Sriram Ganapathi Subramanian, Vincent Fortuin, Pascal Poupart, Geoff Pleiss
- Published: 27 May 2024, Last Modified: 06 Jun 2024
- AABI 2024
- Readers: Everyone
On the Properties and Estimation of Pointwise Mutual Information Profiles
Paweł Czyż, Frederic Grabowski, Julia E Vogt, Niko Beerenwinkel, Alexander Marx
- Published: 27 May 2024, Last Modified: 09 Jul 2024
- AABI 2024
- Readers: Everyone
Variational Linearized Laplace Approximation for Bayesian Deep Learning
Luis A. Ortega, Simon Rodriguez Santana, Daniel Hernández-Lobato
- Published: 27 May 2024, Last Modified: 02 Jul 2024
- AABI 2024
- Readers: Everyone
Towards Model-Agnostic Posterior Approximation for Fast and Accurate Variational Autoencoders
Yaniv Yacoby, Weiwei Pan, Finale Doshi-Velez
- Published: 27 May 2024, Last Modified: 12 Jun 2024
- AABI 2024
- Readers: Everyone