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Equivariant quantum circuits for learning on weighted graphs

12 May 2022

Andrea Skolik

Thomas Bäck

Papers citing "Equivariant quantum circuits for learning on weighted graphs"

29 / 29 papers shown

Title
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles Junghoon Justin Park Jiook Cha Samuel Yen-Chi Chen Huan-Hsin Tseng Shinjae Yoo 111 0 0 13 May 2025
Trade-off between Gradient Measurement Efficiency and Expressivity in Deep Quantum Neural Networks Koki Chinzei Shinichiro Yamano Quoc-Hoan Tran Yasuhiro Endo H. Oshima 85 2 0 26 Jun 2024
Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks Louis Schatzki Martín Larocca Quynh T. Nguyen F. Sauvage M. Cerezo 61 91 0 18 Oct 2022
Group-Invariant Quantum Machine Learning Martín Larocca F. Sauvage Faris M. Sbahi Guillaume Verdon Patrick J. Coles M. Cerezo AI4CE 51 123 0 04 May 2022
Generalization in quantum machine learning from few training data Matthias C. Caro Hsin-Yuan Huang M. Cerezo Kunal Sharma A. Sornborger L. Cincio Patrick J. Coles 95 379 0 09 Nov 2021
Identifying optimal cycles in quantum thermal machines with reinforcement-learning P. A. Erdman Frank Noé AI4CE 29 72 0 30 Aug 2021
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 355 1,153 0 27 Apr 2021
Learning with invariances in random features and kernel models Song Mei Theodor Misiakiewicz Andrea Montanari OOD 100 90 0 25 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 418 4,953 0 24 Feb 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 79 358 0 18 Feb 2021
Variational Quantum Algorithms M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 100 2,521 0 16 Dec 2020
Effect of barren plateaus on gradient-free optimization A. Arrasmith M. Cerezo Piotr Czarnik L. Cincio Patrick J. Coles 76 213 0 24 Nov 2020
Entanglement Induced Barren Plateaus Carlos Ortiz Marrero M. Kieferová N. Wiebe 55 280 0 29 Oct 2020
Reinforcement Learning with Quantum Variational Circuits Owen Lockwood Mei Si 65 139 0 15 Aug 2020
Noise-Induced Barren Plateaus in Variational Quantum Algorithms Samson Wang Enrico Fontana M. Cerezo Kunal Sharma A. Sone L. Cincio Patrick J. Coles 251 664 0 28 Jul 2020
Chip Placement with Deep Reinforcement Learning Azalia Mirhoseini Anna Goldie M. Yazgan J. Jiang Ebrahim M. Songhori ... Quoc V. Le James Laudon Richard Ho Roger Carpenter J. Dean OffRL 62 217 0 22 Apr 2020
Recurrent Neural Networks (RNNs): A gentle Introduction and Overview Robin M. Schmidt 56 155 0 23 Nov 2019
Quantum Graph Neural Networks Guillaume Verdon Trevor McCourt Enxhell Luzhnica Vikas Singh Stefan Leichenauer Jack Hidary GNN 55 106 0 26 Sep 2019
Variational Quantum Circuits for Deep Reinforcement Learning Samuel Yen-Chi Chen Chao-Han Huck Yang Jun Qi Pin-Yu Chen Xiaoli Ma H. Goan 86 306 0 30 Jun 2019
Parameterized quantum circuits as machine learning models Marcello Benedetti Erika Lloyd Stefan H. Sack Mattia Fiorentini 97 893 0 18 Jun 2019
Molecular geometry prediction using a deep generative graph neural network Elman Mansimov Omar Mahmood Seokho Kang Kyunghyun Cho 99 188 0 31 Mar 2019
Graph Neural Networks for Social Recommendation Wenqi Fan Yao Ma Qing Li Yuan He Yue Zhao Jiliang Tang Dawei Yin 250 1,894 0 19 Feb 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 780 8,533 0 03 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,517 0 20 Dec 2018
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 155 1,389 0 15 Nov 2018
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 92 1,821 0 29 Mar 2018
Reinforcement Learning for Solving the Vehicle Routing Problem M. Nazari Afshin Oroojlooy L. Snyder Martin Takáč 88 904 0 12 Feb 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 114 1,469 0 05 Apr 2017
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 121 3,055 0 09 Jun 2015