Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus

3 February 2021

Papers citing "Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculus"

13 / 13 papers shown

Title
Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey Jack Cunningham Jun Zhuang 32 4 0 25 Jul 2024
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 38 128 0 14 Dec 2023
Enhancing Quantum Adversarial Robustness by Randomized Encodings Weiyuan Gong D. Yuan Weikang Li D. Deng AAML 19 19 0 05 Dec 2022
Exponential concentration in quantum kernel methods Supanut Thanasilp Samson Wang M. Cerezo Zoë Holmes 11 76 0 23 Aug 2022
Analytic theory for the dynamics of wide quantum neural networks Junyu Liu K. Najafi Kunal Sharma F. Tacchino Liang Jiang Antonio Mezzacapo 22 52 0 30 Mar 2022
Differentiating and Integrating ZX Diagrams with Applications to Quantum Machine Learning Quanlong Wang Richie Yeung Mark Koch 16 8 0 31 Jan 2022
Quantum Capsule Networks Zidu Liu Pei-Xin Shen Weikang Li L. Duan D. Deng GNN 40 18 0 05 Jan 2022
Subtleties in the trainability of quantum machine learning models Supanut Thanasilp Samson Wang Nhat A. Nghiem Patrick J. Coles M. Cerezo 30 61 0 27 Oct 2021
Diagrammatic Differentiation for Quantum Machine Learning Alexis Toumi Richie Yeung G. Felice 22 20 0 14 Mar 2021
Kindergarden quantum mechanics graduates (...or how I learned to stop gluing LEGO together and love the ZX-calculus) B. Coecke Dominic C. Horsman A. Kissinger Quanlong Wang 11 19 0 22 Feb 2021
Learning quantum data with the quantum Earth Mover's distance B. Kiani Giacomo De Palma M. Marvian Zi-Wen Liu S. Lloyd 21 45 0 08 Jan 2021
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 125 420 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 132 655 0 28 Jul 2020