ICLR 2025 Workshop MLMP Submissions

DoMiNO: Down-scaling Molecular Dynamics with Neural Graph Ordinary Differential Equations
Fang Sun, Zijie Huang, Yadi Cao, Xiao Luo, Wei Wang, Yizhou Sun
- Published: 06 Mar 2025, Last Modified: 11 Apr 2025
- ICLR 2025 Workshop MLMP Oral
- Readers: Everyone
Towards Interpretable Structure Prediction With Sparse Autoencoders
Nithin Parsan, David J Yang, John Jingxuan Yang
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Physics-Transfer Learning: A Framework to Address the Accuracy-Performance Dilemma in Modeling Morphological Complexities in Brain Development
Yingjie Zhao, Zhiping Xu
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
PRISM: Enhancing Protein Inverse Folding through Fine-Grained Retrieval on Structure-Sequence Multimodal Representations
Sazan Mahbub, Souvik Kundu, Eric P. Xing
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Connecting Scales: Learning Dynamics for Efficient Ionic Conductivity Predictions with Graphs
Volha Turchyna, Artem Maevskiy, Alexandra Carvalho, Andrey E Ustyuzhanin
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Improved Sampling of Diffusion Models in Fluid Dynamics with Tweedie's Formula
Youssef Shehata, Benjamin Holzschuh, Nils Thuerey
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
FreeFlow: Latent Flow Matching for Free Energy Difference Estimation
Ege Erdogan, Radoslav Ralev, Mika Rebensburg, Céline Marquet, Leon Klein, Hannes Stark
- Published: 06 Mar 2025, Last Modified: 23 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Symbolic Regression for Learning Scale Transition Equations in Synthetic Fractal Surface Roughness
Aneesh Chatrathi, Zayan Hasan
- Published: 06 Mar 2025, Last Modified: 25 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Analysis of Neural ODE Performance in Long-term PDE Sequence Modeling
Fang Sun, Maxwell Dalton, Yizhou Sun
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Multi-Scale Modeling of Financial Systems Using Neural Differential Equations: Applications to High-Frequency Trading, Regime Switching, and Portfolio Optimization
Tao Qiu
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Leveraging LLM-based sentiment analysis for portfolio allocation with proximal policy optimization
Kemal Kirtac, Guido Germano
- Published: 06 Mar 2025, Last Modified: 23 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Boosting Protein Graph Representations through Static-Dynamic Fusion
Pengkang Guo, Bruno Correia, Pierre Vandergheynst, Daniel Probst
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Unifying Renormalization with Markov Categories
Paolo Perrone, Andrey E Ustyuzhanin
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Scalable and Efficient Multi-Weather Classification for Autonomous Driving with Coresets, Pruning, and Resolution Scaling
Tushar Shinde, AVINASH KUMAR SHARMA
- Published: 06 Mar 2025, Last Modified: 23 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
ViNE-GATr: scaling geometric algebra transformers with virtual nodes embeddings
Julian Suk, Thomas Hehn, Arash Behboodi, Gabriele Cesa
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
On Learning Quasi-Lagrangian Turbulence
Artur P. Toshev, Teodor Kalinov, Nicholas Gao, Stephan Günnemann, Nikolaus A. Adams
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Scaling Dynamic Mode Decomposition For Real Time Analysis Of Infant Movements
Navya Annapareddy, Lisa Letzkus, Santina Zanelli, Stephen Baek
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
A Joint Space-Time Encoder for Geographic Time-Series Data
David Mickisch, Konstantin Klemmer, Mélisande Teng, David Rolnick
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Generating $\pi$-Functional Molecules Using STGG+ with Active Learning
Alexia Jolicoeur-Martineau, Yan Zhang, Boris Knyazev, Aristide Baratin, Cheng-Hao Liu
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
LOGLO-FNO: Efficient Learning of Local and Global Features in Fourier Neural Operators
Marimuthu Kalimuthu, David Holzmüller, Mathias Niepert
- Published: 06 Mar 2025, Last Modified: 22 Apr 2025
- ICLR 2025 Workshop MLMP Oral
- Readers: Everyone
SpectralFlowNet: Resolution-Invariant Continuous Neural Dynamics for Mesh-Based PDE Modeling
Tianrun Yu, Fang Sun, Haixin Wang, Xiao Luo, Yizhou Sun
- Published: 06 Mar 2025, Last Modified: 12 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Generative subgrid-scale modeling
Jiaxi Zhao, Sohei Arisaka, Qianxiao Li
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
AdS-GNN - a Conformally Equivariant Graph Neural Network
Maksim Zhdanov, Nabil Iqbal, Erik J Bekkers, Patrick Forré
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
Flow Domain Parameterization and Training of Generalized Physics-Informed Neural Networks for Solving Navier-Stokes Equations
Ivan Stebakov, Alexei Kornaev, Elena Kornaeva
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Poster
- Readers: Everyone
On Incorporating Scale into Graph Networks
Christian Koke, Yuesong Shen, Abhishek Saroha, Marvin Eisenberger, Bastian Rieck, Michael M. Bronstein, Daniel Cremers
- Published: 06 Mar 2025, Last Modified: 09 Apr 2025
- ICLR 2025 Workshop MLMP Oral
- Readers: Everyone