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Workshop
First principles physics-informed neural network for quantum wavefunctions and eigenvalue surfaces
Marios Mattheakis · Gabriel R. Schleder · Daniel Larson · Efthimios Kaxiras
Workshop
Improved Training of Physics-informed Neural Networks using Energy-Based priors: A Study on Electrical Impedance Tomography
Akarsh Pokkunuru · Pedram Rooshenas · Thilo Strauss · Anuj Abhishek · Taufiquar Khan
Workshop
Fri 4:25 PIXEL: Physics-Informed Cell Representations for Fast and Accurate PDE Solvers
Namgyu Kang · Byeonghyeon Lee · Youngjoon Hong · Seok-Bae Yun · Eunbyung Park
Poster
Wed 14:00 Meta-Auto-Decoder for Solving Parametric Partial Differential Equations
Xiang Huang · Zhanhong Ye · Hongsheng Liu · Shi Ji · Zidong Wang · Kang Yang · Yang Li · Min Wang · Haotian CHU · Fan Yu · Bei Hua · Lei Chen · Bin Dong
Workshop
Fourier Continuation for Exact Derivative Computation in Physics-Informed Neural Operators
Haydn Maust · Zongyi Li · Yixuan Wang · Anima Anandkumar
Poster
Tue 14:00 Unravelling the Performance of Physics-informed Graph Neural Networks for Dynamical Systems
Abishek Thangamuthu · Gunjan Kumar · Suresh Bishnoi · Ravinder Bhattoo · N M Anoop Krishnan · Sayan Ranu
Poster
IM-Loss: Information Maximization Loss for Spiking Neural Networks
Yufei Guo · Yuanpei Chen · Liwen Zhang · Xiaode Liu · Yinglei Wang · Xuhui Huang · Zhe Ma
Poster
Tue 9:00 Structured Energy Network As a Loss
Jay Yoon Lee · Dhruvesh Patel · Purujit Goyal · Wenlong Zhao · Zhiyang Xu · Andrew McCallum
Workshop
Characterizing information loss in a chaotic double pendulum with the Information Bottleneck
Kieran Murphy · Danielle S Bassett
Workshop
Sat 6:30 Contributed talk: Kieran Murphy, "Characterizing information loss in a chaotic double pendulum with the Information Bottleneck"
Kieran Murphy · Siddharth Mishra-Sharma
Poster
Thu 9:00 Pre-Train Your Loss: Easy Bayesian Transfer Learning with Informative Priors
Ravid Shwartz-Ziv · Micah Goldblum · Hossein Souri · Sanyam Kapoor · Chen Zhu · Yann LeCun · Andrew Wilson
Workshop
Phase transitions and structure formation in learning local rules
Bojan Žunkovič · Enej Ilievski