Videos

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Covering number of real algebraic varieties and beyond: Improved bound and applications

Presenter
  • Yifan Zhang
January 9, 2024
ICERM
Invariant Tensors and Wheeled PROPs Thumbnail

Invariant Tensors and Wheeled PROPs

Presenter
  • Harm Derksen
May 20, 2021
IPAM

Novel tensor framework for model reduction and neural networks

Presenter
  • Shashanka Ubaru
March 23, 2020
ICERM
Euclidean Neural Networks* for Emulating Ab Initio Calculations and Generating Atomic Geometries *also called Tensor Field Networks and 3D Steerable CNNs Thumbnail

Euclidean Neural Networks* for Emulating Ab Initio Calculations and Generating Atomic Geometries *also called Tensor Field Networks and 3D Steerable CNNs

Presenter
  • Tess Smidt
September 27, 2019
IPAM
Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition Thumbnail

Community Detection on Mixture Multi-layer Networks via Regularized Tensor Decomposition

Presenter
  • Dong Xia
May 21, 2021
IPAM
Joint Semi-Symmetric Tensor PCA for Integrating Multi-modal Populations of Networks Thumbnail

Joint Semi-Symmetric Tensor PCA for Integrating Multi-modal Populations of Networks

Presenter
  • Genevera Allen
May 7, 2025
IMSI

Tensorial Neural Networks - Generalization of Neural Networks and Application to Model Compression

Presenter
  • Furong Huang
February 22, 2019
ICERM
Tensor-train decomposition and its applications in machine learning Thumbnail

Tensor-train decomposition and its applications in machine learning

Presenter
  • Ivan Oseledets
April 21, 2021
IPAM
Harnessing The Properties of Equivariant Neural Networks To Understand And Design Atomic Systems Thumbnail

Harnessing The Properties of Equivariant Neural Networks To Understand And Design Atomic Systems

Presenter
  • Tess Smidt
March 29, 2024
IMSI
Understanding, Interpreting and Design Neural Network Models Through Tensor Representations Thumbnail

Understanding, Interpreting and Design Neural Network Models Through Tensor Representations

Presenter
  • Furong Huang
May 18, 2021
IPAM
Beyond Lazy Training for Over-parameterized Tensor Decomposition Thumbnail

Beyond Lazy Training for Over-parameterized Tensor Decomposition

Presenter
  • Rong Ge
May 3, 2021
IPAM
Implicit Regularization in Deep Learning: Lessons Learned from Matrix and Tensor Factorization Thumbnail

Implicit Regularization in Deep Learning: Lessons Learned from Matrix and Tensor Factorization

Presenter
  • Nadav Cohen
March 31, 2021
IPAM