Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks

18 October 2022

Papers citing "Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks"

36 / 36 papers shown

Title
Enhancing variational quantum algorithms by balancing training on classical and quantum hardware Rahul Bhowmick Harsh Wadhwa Avinash Singh Tania Sidana Quoc Hoan Tran Krishna Kumar Sabapathy 50 0 0 20 Mar 2025
Unitary convolutions for learning on graphs and groups B. Kiani Lukas Fesser Melanie Weber GNN 30 1 0 07 Oct 2024
Resource-efficient equivariant quantum convolutional neural networks Koki Chinzei Quoc Hoan Tran Yasuhiro Endo Hirotaka Oshima 18 0 0 02 Oct 2024
MG-Net: Learn to Customize QAOA with Circuit Depth Awareness Yang Qian Xinbiao Wang Yuxuan Du Yong Luo Dacheng Tao 16 0 0 27 Sep 2024
Reverse Map Projections as Equivariant Quantum Embeddings Max Arnott Dimitri Papaioannou Kieran McDowall Phalgun Lolur Bambordé Baldé 22 1 0 29 Jul 2024
Trade-off between Gradient Measurement Efficiency and Expressivity in Deep Quantum Neural Networks Koki Chinzei Shinichiro Yamano Quoc-Hoan Tran Yasuhiro Endo H. Oshima 42 1 0 26 Jun 2024
On the relation between trainability and dequantization of variational quantum learning models Elies Gil-Fuster Casper Gyurik Adrián Pérez-Salinas Vedran Dunjko 29 10 0 11 Jun 2024
Reinforcement learning-based architecture search for quantum machine learning Frederic Rapp D. Kreplin Marco F. Huber M. Roth AI4CE 16 5 0 04 Jun 2024
Architectures and random properties of symplectic quantum circuits Diego García-Martín Paolo Braccia M. Cerezo 21 5 0 16 May 2024
Hamiltonian-based Quantum Reinforcement Learning for Neural Combinatorial Optimization Georg Kruse Rodrigo Coehlo A. Rosskopf Robert Wille Jeanette Miriam Lorenz 22 1 0 13 May 2024
Permutation-equivariant quantum convolutional neural networks Sreetama Das Filippo Caruso 33 2 0 28 Apr 2024
Image Classification with Rotation-Invariant Variational Quantum Circuits Paul San Sebastian Mikel Canizo Román Orús 17 4 0 22 Mar 2024
VQC-Based Reinforcement Learning with Data Re-uploading: Performance and Trainability Rodrigo Coelho André Sequeira Luis Paulo Santos 21 8 0 21 Jan 2024
Symmetry breaking in geometric quantum machine learning in the presence of noise Cenk Tüysüz Su Yeon Chang Maria Demidik Karl Jansen S. Vallecorsa Michele Grossi 11 11 0 17 Jan 2024
The role of data embedding in equivariant quantum convolutional neural networks Sreetama Das Stefano Martina Filippo Caruso 14 5 0 20 Dec 2023
Does provable absence of barren plateaus imply classical simulability? Or, why we need to rethink variational quantum computing M. Cerezo Martín Larocca Diego García-Martín N. L. Diaz Paolo Braccia ... Pablo Bermejo Aroosa Ijaz Supanut Thanasilp Eric R. Anschuetz Zoë Holmes 22 123 0 14 Dec 2023
A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural Networks Roy T. Forestano Marçal Comajoan Cara Gopal Ramesh Dahale Zhongtian Dong S. Gleyzer ... Kyoungchul Kong Tom Magorsch Konstantin T. Matchev Katia Matcheva Eyup B. Unlu GNN 19 8 0 30 Nov 2023
Symmetry-invariant quantum machine learning force fields Isabel Nha Minh Le Oriel Kiss Julian Schuhmacher I. Tavernelli F. Tacchino AI4CE 12 12 0 19 Nov 2023
3D-QAE: Fully Quantum Auto-Encoding of 3D Point Clouds Lakshika Rathi Edith Tretschk Christian Theobalt Rishabh Dabral Vladislav Golyanik 3DPC 20 2 0 09 Nov 2023
Approximately Equivariant Quantum Neural Network for $p4m$ Group Symmetries in Images Su Yeon Chang Michele Grossi B. L. Saux S. Vallecorsa 41 13 0 03 Oct 2023
All you need is spin: SU(2) equivariant variational quantum circuits based on spin networks R. D. East Guillermo Alonso-Linaje Chae-Yeun Park 8 13 0 13 Sep 2023
A quantum tug of war between randomness and symmetries on homogeneous spaces Rahul Arvind Kishor Bharti Jun Yong Khoo D. E. Koh Jian Feng Kong 17 1 0 11 Sep 2023
Understanding quantum machine learning also requires rethinking generalization Elies Gil-Fuster Jens Eisert Carlos Bravo-Prieto 17 43 0 23 Jun 2023
Splitting and Parallelizing of Quantum Convolutional Neural Networks for Learning Translationally Symmetric Data Koki Chinzei Q. Tran Kazunori Maruyama H. Oshima S. Sato 20 10 0 12 Jun 2023
On the universality of $S_n$ -equivariant $k$ -body gates S. Kazi Martín Larocca M. Cerezo 32 19 0 01 Mar 2023
Effects of noise on the overparametrization of quantum neural networks Diego García-Martín Martín Larocca M. Cerezo 14 17 0 10 Feb 2023
Time-Warping Invariant Quantum Recurrent Neural Networks via Quantum-Classical Adaptive Gating I. Nikoloska Osvaldo Simeone L. Banchi Petar Velickovic GNN 17 3 0 19 Jan 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 29 22 0 29 Dec 2022
SnCQA: A hardware-efficient equivariant quantum convolutional circuit architecture Han Zheng Christopher Kang Gokul Subramanian Ravi Hanrui Wang Kanav Setia Frederic T. Chong Junyu Liu 10 11 0 23 Nov 2022
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 20 88 0 16 Oct 2022
Representation Theory for Geometric Quantum Machine Learning Michael Ragone Paolo Braccia Quynh T. Nguyen Louis Schatzki Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo AI4CE 15 73 0 14 Oct 2022
Equivariant quantum circuits for learning on weighted graphs Andrea Skolik Michele Cattelan S. Yarkoni Thomas Bäck Vedran Dunjko 13 67 0 12 May 2022
Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum Ansätze Han Zheng Zimu Li Junyu Liu Sergii Strelchuk Risi Kondor 36 54 0 14 Dec 2021
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 166 1,095 0 27 Apr 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 118 420 0 06 Jan 2021
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 119 645 0 28 Jul 2020