Quantum Entanglement in Deep Learning Architectures

26 March 2018

Papers citing "Quantum Entanglement in Deep Learning Architectures"

30 / 30 papers shown

Title
Provable learning of quantum states with graphical models Liming Zhao Naixu Guo Maohui Luo Patrick Rebentrost 34 3 0 17 Sep 2023
Fundamental Limits of Deep Learning-Based Binary Classifiers Trained with Hinge Loss T. Getu Georges Kaddoum M. Bennis 40 1 0 13 Sep 2023
Artificial intelligence for artificial materials: moiré atom Di Luo Aidan P. Reddy T. Devakul L. Fu 29 3 0 14 Mar 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 58 19 0 22 Jan 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
Quantum Split Neural Network Learning using Cross-Channel Pooling Won Joon Yun Hankyul Baek Joongheon Kim 38 4 0 12 Nov 2022
Gauge Equivariant Neural Networks for 2+1D U(1) Gauge Theory Simulations in Hamiltonian Formulation Di Luo Shunyue Yuan J. Stokes B. Clark 23 14 0 06 Nov 2022
Lattice Convolutional Networks for Learning Ground States of Quantum Many-Body Systems Cong Fu Xuan Zhang Huixin Zhang Hongyi Ling Shenglong Xu Shuiwang Ji 24 12 0 15 Jun 2022
Classical versus Quantum: comparing Tensor Network-based Quantum Circuits on LHC data Jack Y. Araz M. Spannowsky 38 14 0 21 Feb 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 24 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
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
Scaling of neural-network quantum states for time evolution Sheng-Hsuan Lin F. Pollmann 21 25 0 21 Apr 2021
Tensor networks and efficient descriptions of classical data Sirui Lu Márton Kanász-Nagy I. Kukuljan J. I. Cirac 24 24 0 11 Mar 2021
Entangled q-Convolutional Neural Nets V. Anagiannis Miranda C. N. Cheng 21 5 0 06 Mar 2021
Residual Matrix Product State for Machine Learning Ye Meng Jing Zhang Peng Zhang Chao Gao Shi-Ju Ran 39 12 0 22 Dec 2020
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
A divide-and-conquer algorithm for quantum state preparation Israel F. Araujo D. Park Francesco Petruccione A. J. D. Silva 21 172 0 04 Aug 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
A Tensor Network Approach to Finite Markov Decision Processes E. Gillman Dominic C. Rose J. P. Garrahan 19 4 0 12 Feb 2020
Neural network wave functions and the sign problem A. Szabó C. Castelnovo 21 69 0 11 Feb 2020
Parameterized quantum circuits as machine learning models Marcello Benedetti Erika Lloyd Stefan H. Sack Mattia Fiorentini 27 870 0 18 Jun 2019
TensorNetwork for Machine Learning Stavros Efthymiou Jack Hidary Stefan Leichenauer 22 68 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 62 15 0 03 May 2019
Deep autoregressive models for the efficient variational simulation of many-body quantum systems Or Sharir Yoav Levine Noam Wies Giuseppe Carleo Amnon Shashua 24 187 0 11 Feb 2019
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 15 26 0 22 May 2018