Videos

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Robust regression with covariate filtering: Heavy tails and adversarial contamination Thumbnail

Robust regression with covariate filtering: Heavy tails and adversarial contamination

Presenter
  • Po-Ling Loh
April 12, 2021
IMSI
Eigenvector Localization, Implicit Regularization, and Algorithmic Anti-differentiation for Large-scale Graphs and Networked Data Thumbnail

Eigenvector Localization, Implicit Regularization, and Algorithmic Anti-differentiation for Large-scale Graphs and Networked Data

Presenter
  • Michael Mahoney
April 30, 2014
IMA
Bayesian Bias Mitigation for Crowdsourcing Thumbnail

Bayesian Bias Mitigation for Crowdsourcing

Presenter
  • Fabian Wauthier
May 9, 2012
IMA
Gaussian Process Regression Constrained by Boundary Value Problems Thumbnail

Gaussian Process Regression Constrained by Boundary Value Problems

Presenter
  • Mamikon Guilan
September 1, 2022
IMSI
Data-Driven Discovery of Geophysical Dynamics with Uncertainty Quantification Thumbnail

Data-Driven Discovery of Geophysical Dynamics with Uncertainty Quantification

Presenter
  • Chris Wikle
September 23, 2022
IMSI
Complexity vs Parsimony: The Challenge of Building Effective Nonlinear Dynamical Spatio-Temporal Forecasting Model Thumbnail

Complexity vs Parsimony: The Challenge of Building Effective Nonlinear Dynamical Spatio-Temporal Forecasting Model

Presenter
  • Chris Wikle
April 23, 2018
IMA

Modern Sensing and Physics Learning with Shallow Recurrent Decoders

Presenter
  • J. Nathan Kutz
January 22, 2025
ICERM
Scalable Gaussian-Process Inference Using Vecchia Approximations Thumbnail

Scalable Gaussian-Process Inference Using Vecchia Approximations

Presenter
  • Matthias Katzfuss
August 30, 2022
IMSI
Two Tales, One Resolution: Physics-Informed Inference Time Scaling and Precondition Thumbnail

Two Tales, One Resolution: Physics-Informed Inference Time Scaling and Precondition

Presenter
  • Yiping Lu
June 13, 2025
IMSI
Two Tales, One Resolution: Physics-Informed Inference Time Scaling and Precondition Thumbnail

Two Tales, One Resolution: Physics-Informed Inference Time Scaling and Precondition

Presenter
  • Yiping Lu
May 22, 2025
IMSI
Deep Discrete Encoders: Identifiable Deep Generative Models for Rich Data with Discrete Latent Layers Thumbnail

Deep Discrete Encoders: Identifiable Deep Generative Models for Rich Data with Discrete Latent Layers

Presenter
  • Yuqi Gu
May 6, 2025
IMSI
Accelerated predictions of the sublimation enthalpy of organic materials with machine learning Thumbnail

Accelerated predictions of the sublimation enthalpy of organic materials with machine learning

Presenter
  • Yifan Liu
April 21, 2025
IMSI