ICLR 2024 Workshop AI4DiffEqtnsInSci Submissions

Efficient Fourier Neural Operators by Group Convolution and Channel Shuffling
Myungjoon Kim, Junhyung Park, Jonghwa Shin
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
AutoBasisEncoder: Pre-trained Neural Field Basis via Autoencoding for Operator Learning
Thomas X Wang, Nicolas Baskiotis, patrick gallinari
- Published: 03 Mar 2024, Last Modified: 10 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework
Artur Toshev, Harish Ramachandran, Jonas A. Erbesdobler, Gianluca Galletti, Johannes Brandstetter, Nikolaus A. Adams
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
FastVPINNs: A fast, versatile and robust Variational PINNs framework for forward and inverse problems in science
Divij Ghose, Thivin Anandh, Sashikumaar Ganesan
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics
Artur Toshev, Jonas A. Erbesdobler, Nikolaus A. Adams, Johannes Brandstetter
- Published: 03 Mar 2024, Last Modified: 06 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
INTEGRAL PINNS FOR HYPERBOLIC CONSERVATION LAWS
Manvendra P. Rajvanshi, David I Ketcheson
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Physics-informed neural networks for sampling
Jingtong Sun, Julius Berner, Kamyar Azizzadenesheli, Anima Anandkumar
- Published: 03 Mar 2024, Last Modified: 10 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Comparing PINNs Across Frameworks: JAX, TensorFlow, and PyTorch
Reza Akbarian Bafghi, Maziar Raissi
- Published: 03 Mar 2024, Last Modified: 30 Apr 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Neural Langevin-type Stochastic Differential Equations for Astronomical time series Classification under Irregular Observations
YongKyung Oh, Seungsu Kam, Dongyoung Lim, Sungil Kim
- Published: 03 Mar 2024, Last Modified: 30 Apr 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Hessian Reparametrization for Coarse-grained Energy Minimization
Nima Dehmamy, Csaba Both, Jeet Mohapatra, Subhro Das, Tommi Jaakkola
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Efficient GPU-Accelerated Global Optimization for Inverse Problems
Utkarsh, Vaibhav Kumar Dixit, Julian Samaroo, Avik Pal, Alan Edelman, Christopher Vincent Rackauckas
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Data-Driven Higher Order Differential Equations Inspired Graph Neural Networks
Moshe Eliasof, Eldad Haber, Eran Treister, Carola-Bibiane Schönlieb
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Oral
- Readers: Everyone
Learning Stochastic Dynamics from Data
Ziheng Guo, Ming Zhong, Igor Cialenco
- Published: 03 Mar 2024, Last Modified: 30 Apr 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Multigrid-Augmented Deep Learning Preconditioners for the Helmholtz Equation using Compact Implicit Layers
Ido Ben-Yair, Bar Lerer, Eran Treister
- Published: 03 Mar 2024, Last Modified: 30 Apr 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
A Multi-Grained Symmetric Differential Equation Model for Learning Protein-Ligand Binding Dynamics
Shengchao Liu, weitao Du, Yanjing Li, Zhuoxinran Li, Vignesh C Bhethanabotla, Nakul Rampal, Omar M. Yaghi, Christian Borgs, Anima Anandkumar, Hongyu Guo, Jennifer T Chayes
- Published: 03 Mar 2024, Last Modified: 30 Apr 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Oral
- Readers: Everyone
Neural operators with localized integral and differential kernels
Miguel Liu-Schiaffini, Julius Berner, Boris Bonev, Thorsten Kurth, Kamyar Azizzadenesheli, Anima Anandkumar
- Published: 03 Mar 2024, Last Modified: 09 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Oral
- Readers: Everyone
Solving Poisson Equations using Neural Walk-on-Spheres
Hong Chul Nam, Julius Berner, Anima Anandkumar
- Published: 03 Mar 2024, Last Modified: 10 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Physics-Informed Machine Learning for Fluid Flow Prediction in Porous Media
Ali Takbiri-Borujeni, Mohammad Kazemi, Sam Takbiri
- Published: 03 Mar 2024, Last Modified: 08 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
A Novel ML Model for Numerical Simulations Leveraging Fourier Neural Operators
Ali Takbiri-Borujeni, Mohammad Kazemi, Sam Takbiri
- Published: 03 Mar 2024, Last Modified: 08 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Mechanistic Neural Networks for Scientific Machine Learning
Adeel Pervez, Francesco Locatello, Stratis Gavves
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Verlet Flows: Exact-Likelihood Integrators for Flow-Based Generative Models
Ezra Erives, Bowen Jing, Tommi Jaakkola
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Conformalized Physics-Informed Neural Networks
Lena Podina, Mahdi Torabi Rad, Mohammad Kohandel
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Physics-constrained DeepONet for Surrogate CFD models: a curved backward-facing step case
Anas Jnini, Harshinee Goordoyal, Sujal Dave, Artem Korobenko, Flavio Vella, Katharine Fraser
- Published: 03 Mar 2024, Last Modified: 04 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Uncertainty Quantification for Fourier Neural Operators
Tobias Weber, Emilia Magnani, Marvin Pförtner, Philipp Hennig
- Published: 03 Mar 2024, Last Modified: 05 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone
Extending Deep Learning Emulation Across Parameter Regimes to Assess Stochastically Driven Spontaneous Transition Events
Ira J. S. Shokar, Peter H. Haynes, Rich R. Kerswell
- Published: 03 Mar 2024, Last Modified: 10 May 2024
- AI4DiffEqtnsInSci @ ICLR 2024 Poster
- Readers: Everyone