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We show that deep Tucker factorization trained by gradient descent induces a structured sparse regularization.
Mar 27, 2024 · We can see that the implicit regularization towards structured sparsity in the model parameters induces an implicit regularization towards low ...
Code for Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity published at AISTATS 2024 - Stef-hub/deeptuckerimplicit.
Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity. Kais HARIZ · Hachem Kadri · Stephane Ayache · Maher Moakher ...
Jun 10, 2024 · Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity. Kais Hariz (1) , Hachem Kadri (2, 1) , Stéphane ...
May 4, 2021 · Experiments on both synthetic and real data show that gradient descent promotes solution with low-rank, and validate the conjecture saying that ...
Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity · Computer Science, Mathematics. AISTATS · 2024.
May 31, 2019 · We study the implicit regularization of gradient descent over deep linear neural networks for matrix completion and sensing, a model referred to as deep matrix ...
Missing: Tucker Structured Sparsity.
Implicit Regularization in Deep Tucker Factorization: Low-Rankness via Structured Sparsity. International Conference on Artificial Intelligence and ...
We study the implicit regularization effects of deep learning in tensor factorization. While implicit regularization in deep matrix and 'shallow' tensor ...