NeurIPS 2024 Workshop D3S3 Submissions

GLEAM-AI: Neural Surrogate for Accelerated Epidemic Analytics and Forecasting
Mohammadmehdi Zahedi, Dongxia Wu, Jessica T. Davis, Yian Ma, Alessandro Vespignani, Rose Yu, Matteo Chinazzi
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Learning Generative Interactive Environments By Trained Agent Exploration
Naser Kazemi, Nedko Savov, Danda Pani Paudel, Luc Van Gool
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Gradient of Clifford Neural Networks
Takashi Maruyama, Francesco Alesiani
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Learning cure kinetics of frontal polymerization PDEs using differentiable simulations
Pengfei Cai, Qibang Liu, Philippe Geubelle, Rafael Gomez-Bombarelli
- Published: 30 Sept 2024, Last Modified: 31 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
BoostMD: Accelerated Molecular Sampling Leveraging ML Force Field Features
Lars Leon Schaaf, Ilyes Batatia, Jules Tilly, Thomas D Barrett
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Spatial Shortcuts in Graph Neural Controlled Differential Equations
Michael Detzel, Gabriel Nobis, Jackie Ma, Wojciech Samek
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
From Function to Distribution Modeling: A PAC-Generative Approach to Offline Optimization
Qiang Zhang, Ruida Zhou, Yang Shen, Tie Liu
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Guaranteeing Conservation Laws with Projection in Physics-Informed Neural Networks
Anthony Baez, Wang Zhang, Ziwen Ma, Subhro Das, Lam M. Nguyen, Luca Daniel
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Generative Modeling and Data Augmentation for Power System Production Simulation
Linna Xu, Yongli Zhu
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Modelling variation in the forward EMG model.
Dimitrios Halatsis, Alexander Kenneth Clarke, Dario Farina
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Projected Low-Rank Gradient in Diffusion-based Models for Inverse Problems
Rayhan Zirvi, Bahareh Tolooshams, Anima Anandkumar
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Generative Neural Reparameterization for Differentiable PDE-Constrained Optimization
Archis Joglekar
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Fine-Tuned MLP-Mixer Foundation Models as data-driven Numerical Surrogates?
Imran Nasim, João Lucas de Sousa Almeida
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Projected Neural Differential Equations for Power Grid Modeling with Constraints
Alistair White, Anna Büttner, Maximilian Gelbrecht, Niki Kilbertus, Frank Hellmann, Niklas Boers
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Using Parametric PINNs for Predicting Internal and External Turbulent Flows
Shinjan Ghosh, Amit Chakraborty, Georgia Olympia Brikis, Biswadip Dey
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Stabilizing Reinforcement Learning in Differentiable Simulation of Deformables
Eliot Xing, Vernon Luk, Jean Oh
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Neural Operators as Fast Surrogate Models for the Transmission Loss of Parameterized Sonic Crystals
Jakob Elias Wagner, Samuel Burbulla, Miguel de Benito Delgado, Johannes D. Schmid
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Cost Estimation in Unit Commitment Problems Using Simulation-Based Inference
Matthias Pirlet, Adrien Bolland, Gilles Louppe, Damien Ernst
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
ParaFIND: Parameter Field Inference on Non-uniform Domains using Neural Network
Mahdi Masmoudi, Xuyang Li, Nizar Lajnef, Vishnu Boddeti
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
A neural surrogate solver for radiation transfer
Aleksei Sorokin, Xiaoyi Lu, Yi Wang
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Improving Generalization of Differentiable Simulator Policies with Sharpness-Aware Optimization
Severin Bochem, Eduardo Gonzalez Sanchez, Yves Bicker, Gabriele Fadini
- Published: 30 Sept 2024, Last Modified: 31 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Optimizing the IFMIF-DONES Particle Accelerator with Differentiable Deep Learning Surrogate Models
Galo Gallardo Romero, Guillermo Rodríguez-Llorente, Lucas Magariños Rodríguez, Rodrigo Morant Navascués, Nikita Khvatkin Petrovsky, Roberto Gómez-Espinosa Martín
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
Beyond Closure Models: Learning Chaotic-Systems via Physics-Informed Neural Operators
Chuwei Wang, Julius Berner, Zongyi Li, Di Zhou, Jiayun Wang, Jane Bae, Anima Anandkumar
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
When Differentiable Programming Meets Spectral PDE Solver
Qijia Jiang
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone
SepONet: Efficient Large-Scale Physics-Informed Operator Learning
Xinling Yu, Sean Hooten, Ziyue Liu, Yequan Zhao, Marco Fiorentino, Thomas Van Vaerenbergh, Zheng Zhang
- Published: 30 Sept 2024, Last Modified: 30 Oct 2024
- D3S3 2024 Poster
- Readers: Everyone