Generative models and uncertainty quantification lie at the heart of Bayesian modelling and inference. At this small meeting, we discuss recent developments within the field. The workshop is deliberately kept small to ensure the discussions remain honest, lively and interesting. Attendance is, thus, primarily by invitation, but one can apply to join (see below).
Speakers
Program
| Wednesday (Sep 20) | Thursday (Sep 21) | ||
|---|---|---|---|
Session 1: Deep Bayesian models Chair: Søren Hauberg |
Session 3: Deep Bayesian models Chair: Wouter Boomsma |
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| 8:55-9:00 | Opening remarks Søren Hauberg |
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| 09:00-10:00 | Andrew Gordon Wilson Is Bayesian Model Selection Aligned with Model Generalization? |
09:00-10:00 | Laurence Aitchison Deep Kernel Processes and Deep Kernel Machines |
| 10:00-11:00 | Vincent Fortuin Use Cases for Bayesian Deep Learning in the Age of ChatGPT |
10:00-11:00 | Javier Antorán Stochastic Gradient Descent: a single algorithm for Bayesian Inference in Neural Networks and Gaussian Processes |
| 11:00-11:20 | Coffee |
11:00-11:30 | Coffee |
Session 4: Collaborative models Chair: Ole Winther |
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| 11:20-12:00 | Maurizio Filippone Bayesian Autoencoders |
11:30-12:30 | Samuel Kaski Collaborative Machine Learning for Science |
Session 2: Predictive models Chair: Pierre-Alexandre Mattei |
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| 12:00-13:00 | Charlotte Bunne Neural Optimal Transport for Treatment Outcome Prediction and Planning |
12:30-13:30 | Lunch at Café & Øl-Halle |
Session 5: Score-based generative modeling Chair: Jes Frellsen |
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| 13:00-13:45 | Lunch at Café & Øl-Halle |
13:30-14:30 | Arnaud Doucet From denoising diffusions to diffusion Schrodinger bridges |
| 14:00-15:00 | Francois Fleuret The Versatility of Attention-Based Autoregressive Models |
14:30-15:10 | Andriy Mnih Compositional Score Modeling for Simulation-based Inference |
| 15:00-15:20 | Coffee |
15:10- | Closing remarks and coffee |
| 15:20-16:20 | Isabel Valera Causality for ethical machine learning: from theory to practice |
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| 16:20-17:45 | Poster session |
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| 18:00-20:15 | Dinner |
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Registration
Registration is now closed.
Venue
The Workers Museum
Rømersgade 22
1362 Copenhagen K
Venue website
The Workers Museum is a one-minute walk from the Nørreport metro station, which is reachable directly from the airport (M2 line, 15 minutes).
Dinner
Vækst
Sankt Peders Stræde 34
1453 Copenhagen K
Restaurant website
The restaurant serves a delightful new Nordic menu, an easy 10-minute walk from the venue.
Recommended hotel
Hotel Kong Arthur
Nørre Søgade 11
DK-1370 Copenhagen K.
Hotel website
We recommend this nearby hotel where most speakers will also stay.
Organisation
The workshop is jointly organised by:
Funding
The workshop is funded by the Novo Nordisk Foundation and the Center for Basic Machine Learning Research in Life Science.