ICLR 2025 Workshop MLMP Submissions

UPT++: Latent Point Set Neural Operators for Modeling System State Transitions
Andreas Fürst, Florian Sestak, Artur P. Toshev, Benedikt Alkin, Nikolaus A. Adams, Andreas Mayr, Günter Klambauer, Johannes Brandstetter
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
When is Bayesian Optimization Beneficial? A Critical Assessment of Optimization Strategies in High-Throughput Organic Photovoltaic Manufacturing
Matthew Osvaldo, Leonard Ng Wei Tat
- Published: 06 Mar 2025, Last Modified: 24 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
An Property-prompted Multi-scale Data Augmentation Approach for Crystal Representation
Zhongyi Deng, Shuzhou LI, Tong Zhang, C. L. Philip Chen
- Published: 06 Mar 2025, Last Modified: 11 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Exploring Thermodynamic Behavior of Spin Glasses with Machine Learning
Vitalii Kapitan, Dmitrii Kapitan, Petr Andriushchenko
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
5D Neural Surrogates for Nonlinear Gyrokinetic Simulations of Plasma Turbulence
Gianluca Galletti, Fabian Paischer, Paul Setinek, William Hornsby, Lorenzo Zanisi, Naomi Carey, Stanislas Pamela, Johannes Brandstetter
- Published: 06 Mar 2025, Last Modified: 28 Apr 2025
- ICLR 2025 Workshop MLMP Oral
- Readers: Everyone
Compute-Adaptive Surrogate Modeling of Partial Differential Equations
Payel Mukhopadhyay, Michael McCabe, Ruben Ohana, Miles Cranmer
- Published: 06 Mar 2025, Last Modified: 23 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Hard-constraining Neumann boundary conditions in physics-informed neural networks via Fourier feature embeddings
Christopher Straub, Philipp Brendel, Vlad Medvedev, Andreas Rosskopf
- Published: 06 Mar 2025, Last Modified: 23 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
NeuralDEM: Real-time Simulation of Industrial Particulate Flows
Benedikt Alkin, Tobias Kronlachner, Samuele Papa, Stefan Pirker, Thomas Lichtenegger, Johannes Brandstetter
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone