Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design

5 April 2017

Papers citing "Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design"

33 / 33 papers shown

Title
Quantum State Assignment Flows J. Schwarz Daniel Gonzalez-Alvarado Bastian Boll M. Gärttner Peter Albers Christoph Schnörr 8 1 0 30 Jun 2023
On the Ability of Graph Neural Networks to Model Interactions Between Vertices Noam Razin Tom Verbin Nadav Cohen 23 10 0 29 Nov 2022
Grokking phase transitions in learning local rules with gradient descent Bojan Žunkovič E. Ilievski 63 17 0 26 Oct 2022
Deep tensor networks with matrix product operators Bojan Žunkovič 72 4 0 16 Sep 2022
High-Order Pooling for Graph Neural Networks with Tensor Decomposition Chenqing Hua Guillaume Rabusseau Jian Tang 81 25 0 24 May 2022
Implicit Regularization in Hierarchical Tensor Factorization and Deep Convolutional Neural Networks Noam Razin Asaf Maman Nadav Cohen 49 29 0 27 Jan 2022
Tensor network to learn the wavefunction of data A. Dymarsky K. Pavlenko 27 6 0 15 Nov 2021
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design Yoav Levine Noam Wies Daniel Jannai D. Navon Yedid Hoshen Amnon Shashua AI4CE 35 36 0 09 Oct 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar S. Zafeiriou 34 120 0 07 Jul 2021
Which transformer architecture fits my data? A vocabulary bottleneck in self-attention Noam Wies Yoav Levine Daniel Jannai Amnon Shashua 40 20 0 09 May 2021
Tensor networks and efficient descriptions of classical data Sirui Lu Márton Kanász-Nagy I. Kukuljan J. I. Cirac 26 24 0 11 Mar 2021
Entangled q-Convolutional Neural Nets V. Anagiannis Miranda C. N. Cheng 24 5 0 06 Mar 2021
Hybrid quantum-classical classifier based on tensor network and variational quantum circuit Samuel Yen-Chi Chen Chih-Min Huang Chia-Wei Hsing Y. Kao 38 49 0 30 Nov 2020
Quantum Deformed Neural Networks Roberto Bondesan Max Welling AI4CE 15 4 0 21 Oct 2020
The Depth-to-Width Interplay in Self-Attention Yoav Levine Noam Wies Or Sharir Hofit Bata Amnon Shashua 30 45 0 22 Jun 2020
Implicit Regularization in Deep Learning May Not Be Explainable by Norms Noam Razin Nadav Cohen 24 155 0 13 May 2020
Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learning I. Glasser R. Sweke Nicola Pancotti Jens Eisert J. I. Cirac 36 123 0 08 Jul 2019
TensorNetwork for Machine Learning Stavros Efthymiou Jack Hidary Stefan Leichenauer 22 69 0 07 Jun 2019
TensorNetwork on TensorFlow: A Spin Chain Application Using Tree Tensor Networks A. Milsted M. Ganahl Stefan Leichenauer Jack Hidary G. Vidal 72 15 0 03 May 2019
The Born Supremacy: Quantum Advantage and Training of an Ising Born Machine Brian Coyle Daniel Mills V. Danos E. Kashefi 27 155 0 03 Apr 2019
Tree Tensor Networks for Generative Modeling Song Cheng Lei Wang Tao Xiang Pan Zhang 24 129 0 08 Jan 2019
Implicit Self-Regularization in Deep Neural Networks: Evidence from Random Matrix Theory and Implications for Learning Charles H. Martin Michael W. Mahoney AI4CE 47 192 0 02 Oct 2018
From probabilistic graphical models to generalized tensor networks for supervised learning I. Glasser Nicola Pancotti J. I. Cirac AI4CE 69 75 0 15 Jun 2018
Opening the black box of deep learning Dian Lei Xiaoxiao Chen Jianfei Zhao AI4CE PINN 20 26 0 22 May 2018
Towards Quantum Machine Learning with Tensor Networks W. Huggins P. Patil K. B. Whaley E. Stoudenmire 25 342 0 30 Mar 2018
Entanglement-guided architectures of machine learning by quantum tensor network Yuhan Liu Xiao Zhang M. Lewenstein Shi-Ju Ran 28 32 0 24 Mar 2018
Learning Relevant Features of Data with Multi-scale Tensor Networks Tayssir Doghri 25 137 0 31 Dec 2017
Information Perspective to Probabilistic Modeling: Boltzmann Machines versus Born Machines Song Cheng J. Chen Lei Wang 32 101 0 12 Dec 2017
Tensor network language model V. Pestun Yiannis Vlassopoulos 31 36 0 27 Oct 2017
$Machine learning \& artificial intelligence in the quantum domain$ Machine learning \& artificial intelligence in the quantum domain Vedran Dunjko H. Briegel 27 344 0 08 Sep 2017
Unsupervised Generative Modeling Using Matrix Product States Zhaoyu Han Jun Wang H. Fan Lei Wang Pan Zhang 27 268 0 06 Sep 2017
Analysis and Design of Convolutional Networks via Hierarchical Tensor Decompositions Nadav Cohen Or Sharir Yoav Levine Ronen Tamari David Yakira Amnon Shashua 20 38 0 05 May 2017
Equivalence of restricted Boltzmann machines and tensor network states Martín Arjovsky Song Cheng Haidong Xie Léon Bottou Tao Xiang 32 225 0 17 Jan 2017