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About
The ELLIS Workshop on Probabilistic Numerics and Physics-Informed Learning is taking place in Helsinki, Finland, on June 28th 2024. The venue is co-located with the ELISE Wrap Up Conference & ELLIS Community Event organized by Aalto University. This workshop is co-organized by ELISE and is part of the ELISE program for Theory, Algorithms and Computations of Modern Learning Systems.
The workshop will address topics including:
Physics-informed kernel and deep methods
Probabilistic optimization methods
Probabilistic methods for inverse problems
Theory and computation in kernel methods
Inductive biases for interpretable machine learning
Probabilistic numerical solvers
Bayesian methods for decision making
Theory and computation of diffusion models
Applications in state estimation and reinforcement learning
Applications in the physical sciences
Logistics
Logistics
Date: June 28, 2024
Venue: Eliel Room (Press Room), Scandic Grand Marina Congress Centre, Helsinki.
Schedule
08:30 - 09:00 Arrival and coffee
09:00 - 09:30 Probabilistic Numerical Method of Lines by Nicholas Krämer (DTU)
09:30 - 10:00 Scaling up Probabilistic PDE Simulators with Structured Volumetric Information by Tim Weiland (Tübingen)
10:00 - 10:30 Physics-Informed Learning for Weather and Climate by Yogesh Verma (Aalto)
10:30 - 11:00 Coffee break
11:00 - 11:30 Entropy-dissipation Informed Neural Network for McKean-Vlasov Type PDEs by Zebang Shen (ETH)
11:30 - 12:00 Tractable Bayesian Dynamics Models from Differentiable Physics for Learning and Control by Joe Watson (TU-Da)
12:00 - 12:30 Improving Training of Physics-Informed Neural Networks by Katsiaryna Haitsiukevich (Aalto)
12:30 - 13:30 Lunch break
13:30 - 14:00 Robust Bayesian Optimization with Unknown Hyperparameters by Juliusz Ziomek (Oxford)
14:00 - 14:30 Safe Reinforcement Learning on the Constraint Manifold by Puze Liu (DFKI)
14:30 - 15:00 Nesting Particle Filters for Experimental Design in Dynamical Systems by Sahel Iqbal (Aalto)
15:00 Wrap-up
Organizers
Hany Abdulsamad, Aalto University [Contact: hany.abdulsamad (at) aalto (dot) fi].
Simo Särkkä, Aalto University.
Arno Solin, Aalto University.
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