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Publications

Train Like a (Var)Pro: Efficient Training of Neural Networks with Variable Projection
Elizabeth Newman, Lars Ruthotto, Joseph Hart, and Bart van Bloemen Waanders
Non-negative Tensor Patch Dictionary Approaches for Image Compression and Deblurring Applications
Elizabeth Newman and Misha Kilmer
Tensor-Tensor Products for Optimal Representation and Compression
Misha Kilmer, Lior Horesh, Haim Avron, and Elizabeth Newman
A Step in the Right Dimension: Tensor Algebra and Applications
Elizabeth Newman
Stable Tensor Neural Networks for Rapid Deep Learning
Elizabeth Newman, Lior Horesh, Haim Avron, and Misha Kilmer
Image Classification using Local Tensor Singular Value Decompositions
Elizabeth Newman, Misha Kilmer, and Lior Horesh

Patents

System and method for optimal multi-dimensional data compression by tensor-tensor decompositions
Kilmer (Tufts), Horesh (IBM), Avron (Tel Aviv), Newman (Tufts)
Patent reference P201807026US01, filed 2019
Generating and managing deep tensor neural networks
Newman (Tufts), Horesh (IBM), Avron (Tel Aviv), Kilmer (Tufts)
Patent reference P201803885US01, filed 2018