Все публикации

1:16:12

Physics-Informed Holomorphic Neural Networks (PIHNNs) || Oct 25, 2024

2:04:57

AttnPINNs || Improving Spectral Bias in Neural Operators || SympGNNs || Oct 18, 2024

1:40:42

A Gaussian Process and Input Encoding for Operator Learning || Topology Optimization || Oct 11, 2024

1:27:36

Reconstructing Turbulent Multi-Phase Flow || Oct. 4, 2024

0:52:39

Nonlocal Turbulence Models with NNs || Sep 27, 2024

1:35:58

PINNs for magnetostatic field simulation || Safe ML via Embedded Over approximation || Sep 20, 2024

1:04:38

Multi-Fidelity Modeling for Structural Dynamics || Sep. 6, 2024

0:58:03

Martingale Neural Network || Aug. 30, 2024

1:44:42

Isogeometric analysis and deep operator learning || Neural PDEs for Robot Motion || Aug. 23, 2024

0:52:52

A Resolution Independent Neural Operator || Aug 16, 2024

1:09:19

Simulating large-scale from the molecular scale with machine learning || Aug 9, 2024

1:03:45

KFAC for PINNs || Aug 2, 2024

2:15:43

Multiscale particle simulation || Bind the Cross-Section of Returns || July 26, 2024

1:49:40

PINNs in dynamic linear elasticity || DeepONet for 3D field predictions || Seminar on July 12, 2024

2:09:23

Unconstrained minimization for regression|| Sampling with Langevin Dynamics||Seminar on July 5, 2024

1:37:08

Simulation-Calibrated SciML || HPINNs: You need curvature! || Seminar on June 28, 2024

1:01:22

FastVPINNs || Seminar on June 21, 2024

0:48:23

Score-based Diffusion Models || Seminar on June 14, 2024

0:55:16

Mathematical Foundations of Deep Learning for PDEs || Seminar on June 7, 2024

2:20:08

optimization process of PINNs|| Deep Information Bottleneck || Seminar on May 31, 2024

1:49:34

Physics-enhanced deep surrogate models|| Universal-PINNs for QSP || Seminar on May 24, 2024

1:50:06

Spatiotemporal Learning of Cell Fate||Discovering slow manifolds with PINNs||Seminar on May 10, 2024

0:52:01

Integrating PDE operators into NN architecture || Seminar on May 3, 2024

1:59:08

Structure-conforming Operator Learning||Diffusion Models and PDE solvers|| Seminar on April 26, 2024