Videos

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Deep Learning and Modeling: Taking the Best out of Both Worlds Thumbnail

Deep Learning and Modeling: Taking the Best out of Both Worlds

Presenter
  • Gitta Kutyniok
January 28, 2020
IPAM
Strategic Framework for Designing Trustworthy Deep Learning Surrogate Models Thumbnail

Strategic Framework for Designing Trustworthy Deep Learning Surrogate Models

Presenter
  • Danial Faghihi
February 25, 2025
IMSI
Surbhi Goel - Beyond Worst-case Guarantees for Sequential Prediction: Robustness via Abstention Thumbnail

Surbhi Goel - Beyond Worst-case Guarantees for Sequential Prediction: Robustness via Abstention

Presenter
  • Surbhi Goel
March 1, 2024
IPAM
Computational methods for nonlocal mean field games with applications Thumbnail

Computational methods for nonlocal mean field games with applications

Presenter
  • Levon Nurbekyan
May 7, 2020
IPAM

Modeling Tissue Organization using Spatial Transcriptomics

Presenter
  • Benjamin Raphael
December 13, 2023
ICERM
Model-Based Trajectory Inference for Single-Cell RNA Sequencing Using Deep Learning with a Mixture Prior Thumbnail

Model-Based Trajectory Inference for Single-Cell RNA Sequencing Using Deep Learning with a Mixture Prior

Presenter
  • Jingshu Wang
August 31, 2021
IMSI

Benjamin Sanderse - Structure-preserving SciML for discovering ODEs and SDEs in fluid flows

April 17, 2029
IPAM
Giang Tran - Fast Multipole Attention: A Divide-and-Conquer Attention Mechanism for Long Sequences Thumbnail

Giang Tran - Fast Multipole Attention: A Divide-and-Conquer Attention Mechanism for Long Sequences

Presenter
  • Giang Tran
February 28, 2024
IPAM
Approximating Likelihoods for Spatial Extremes with Deep Learning Thumbnail

Approximating Likelihoods for Spatial Extremes with Deep Learning

Presenter
  • Reetam Majumder
October 4, 2022
IMSI
Learning from data through the lens of (ocean) models, surrogates, and their derivatives Thumbnail

Learning from data through the lens of (ocean) models, surrogates, and their derivatives

Presenter
  • Patrick Heimbach
September 22, 2022
IMSI
Scaling Optimal Transport for High dimensional Learning Thumbnail

Scaling Optimal Transport for High dimensional Learning

Presenter
  • Gabriel Peyré
May 4, 2020
SLMath
Computational Imaging: Reconciling Models and Learning Thumbnail

Computational Imaging: Reconciling Models and Learning

Presenter
  • Ulugbek Kamilov
January 28, 2020
IPAM