01:35:58

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

01:04:38

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

58:03

Martingale Neural Network || Aug. 30, 2024

01:44:42

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

52:52

A Resolution Independent Neural Operator || Aug 16, 2024

01:09:19

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

01:03:45

KFAC for PINNs || Aug 2, 2024

02:15:43

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

01:49:40

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

02:09:23

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

01:37:08

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

01:01:22

FastVPINNs || Seminar on June 21, 2024

48:23

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

55:16

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

02:20:08

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

01:49:34

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

01:50:06

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

52:01

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

01:59:08

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

02:00:55

Tackling the Curse of Dimensionality || PirateNets || Seminar on April 19, 2024

01:54:12

Thermodynamics of Learning || Resolution invariant deep operator network|| Seminar on April 12, 2024

01:43:31

Computational Medicine || U-Net-PINN for 3D lithographic simulations || Seminar on April 5, 2024

01:10:32

PINNs in Modeling Fracture || Seminar on March 29, 2024

02:03:32

Domain decomposition||Physics-based methods in computational cardiology|| Seminar on March 22, 2024

01:00:01

A python Module for TFC || Seminar on March 15, 2024

02:35:26

PINNs vs. FEM || On Flows and diffusions || Seminar on March 8, 2024

01:07:13

Lax pairs informed neural networks || Seminar on March 1, 2024

01:01:10

Density PINNs for Cell Biology || Seminar on February 23, 2024

01:18:45

DeepONet Based Preconditioning Strategies || February 16, 2024

48:31

Neural oscillators for generalization of PINNs || February 9, 2024

01:57:33

SNIP for discovery of mathematics ||Surrogate Modeling of Chemical Kinetics ||Seminar on Feb 2, 2024

01:09:11

PINNs for Quantum Control || Seminar on January 26, 2024

01:07:55

U-Net Enhanced Deep Operator Network || Seminar on January 19, 2024

01:48:25

Deep Operator Networks in Astronomy problem || PINNs for phonon Boltzmann || Seminar on Jan 12, 2024

02:04:49

Neural Operator Enhanced PINNs || Physics-Informed Parallel NNs || Seminar on January 5, 2024

01:55:11

Symbolic regression || ML for quality control || Seminar on December 8, 2023

02:01:06

Martingale based DNNs || Whetted Automatic Differentiation || Seminar on December 1, 2023

01:45:42

PINNs for hydrodynamic systems || Adaptive sampling for PINNs || Seminar on November 17, 2023

01:16:09

In-Context Operator Networks || Seminar on November 10, 2023

01:29:59

Navier-Stokes by PINNs || Physics Informed Reinforcement Learning || Seminar on November 3, 2023

01:45:59

Feature Exploration Strategies through LLMs || Language Models || Seminar on October 27, 2023

01:48:20

New architectures for DeepONet || Ehnacing ML with Physics || Seminar on October 20, 2023

57:57

Nonlinear Mode Decomposition || Gradient-enhanced PINNs || Seminar on October 13, 2023

02:12:59

Deep learning for Inverse Problems || PINNs for Interface Problems || Seminar on October 6, 2023

01:19:09

Temporal Dynamics in Training Spiking Neural Networks || Seminar on September 29, 2023

01:47:55

NNs to detect arteriovenous fistula stenosis || DeepONets || Seminar on September 22, 2023

01:13:50

Multi-scale operator learning || Fourier-MIONet || Seminar on September 15, 2023

01:34:19

Operators & Preconditioners || Hybrid Decoder-DeepONet || Seminar on September 8, 2023

01:20:58

Out-of-distribution in neural operators || Seminar on September 1, 2023

01:03:40

ChatGPT in Science || Seminar on August 25, 2023

01:41:28

PINNs for Nuclear power plants || GPT-PINNs || Seminar on August 18, 2023

02:17:54

PINNs in GPR || PINNs and neural operators for diesel engines || Seminar on August 12, 2023

01:44:06

PINNs for non-smooth PDEs || Reliability of Neural Operator Surrogates || Seminar on August 4, 2023

02:18:17

Neural Inverse Operators || Gradient-Annihilated PINNs || Seminar on July 29, 2023

01:39:38

Adaptive Sampling for PINNs || PINNs in Mechanics Neural Networks || Seminar on July 21, 2023

01:51:17

Residual-based attention in PINNs || Neural Operators enrichment || Seminar on July 14, 2023

01:42:42

Data-driven modeling for crowd dynamics || Learning Dynamics of COVID-19 || Seminar on July 7, 2023

02:16:32

Condensation of NN || Seperable PINNs || Seminar on: February 3, 2023

01:41:01

Neural architecture search in PINNs || Universal PINNs || Seminar on June 30, 2023

01:51:52

Stabilization schemes || Physics-informed Random Projection NNs || Seminar on June 23, 2023