Videos

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Causal Representation Learning: Discovery of the Hidden World Thumbnail

Causal Representation Learning: Discovery of the Hidden World

Presenter
  • Kun Zhang
October 10, 2023
IMSI
Introductory Workshop: Algorithms, Fairness, and Equity: "Epistemic Uncertainty, the AI Problem Understanding Gap and the Necessity of Structured Societal Context Knowledge for Safe, Robust AI" Thumbnail

Introductory Workshop: Algorithms, Fairness, and Equity: "Epistemic Uncertainty, the AI Problem Understanding Gap and the Necessity of Structured Societal Context Knowledge for Safe, Robust AI"

Presenter
  • Donald Martin
August 30, 2023
SLMath

Machine learning constitutive models of inelastic materials with microstructure

Presenter
  • Reese Jones
June 6, 2023
ICERM

GFlowNets to accelerate scientific discovery with machine learning

Presenter
  • Alex Hernandez-Garcia
June 6, 2023
ICERM

Certifiable low-dimensional structure in transport and inference

Presenter
  • Youssef Marzouk
May 10, 2023
ICERM
Petar Veličković - Reasoning Algorithmically: from Toy Experiments to AGI Modules - IPAM at UCLA Thumbnail

Petar Veličković - Reasoning Algorithmically: from Toy Experiments to AGI Modules - IPAM at UCLA

Presenter
  • Petar Veličković
March 2, 2023
IPAM
Xavier Bresson - Learning to Untangle Genome Assembly Graphs - IPAM at UCLA Thumbnail

Xavier Bresson - Learning to Untangle Genome Assembly Graphs - IPAM at UCLA

Presenter
  • Xavier Bresson
February 27, 2023
IPAM
Rafael Gomez Bombarelli - End-to-end learning and auto-differentiation: forces, uncertainties, etc. Thumbnail

Rafael Gomez Bombarelli - End-to-end learning and auto-differentiation: forces, uncertainties, etc.

Presenter
  • Rafael Gomez-Bombarelli
January 24, 2023
IPAM
Payel Das - Design and Evaluation of Foundation Models and Generative AI in Molecular Space Thumbnail

Payel Das - Design and Evaluation of Foundation Models and Generative AI in Molecular Space

Presenter
  • Payel Das
January 23, 2023
IPAM
Xiao Fu - Multiview and Self-Supervised Representation Learning: Nonlinear Mixture Identification Thumbnail

Xiao Fu - Multiview and Self-Supervised Representation Learning: Nonlinear Mixture Identification

Presenter
  • Xiao Fu
January 9, 2023
IPAM
Ellen Zhoung - Machine learning for determining protein structure and dynamics from cryo-EM images Thumbnail

Ellen Zhoung - Machine learning for determining protein structure and dynamics from cryo-EM images

Presenter
  • Ellen Zhong
November 14, 2022
IPAM
Integrating the spectral analysis of neural networks and nonlinear physics for explainability, generalizability, and stability Thumbnail

Integrating the spectral analysis of neural networks and nonlinear physics for explainability, generalizability, and stability

Presenter
  • Pedram Hassanzadeh
November 4, 2022
IMSI