Symmetry-invariant quantum machine learning force fields

19 November 2023

Papers citing "Symmetry-invariant quantum machine learning force fields"

9 / 9 papers shown

Title
Hybrid Quantum Graph Neural Network for Molecular Property Prediction Michael Vitz Hamed Mohammadbagherpoor Samarth Sandeep Andrew Vlasic Richard Padbury Anh Pham AI4CE 28 1 0 08 May 2024
Better than classical? The subtle art of benchmarking quantum machine learning models Joseph Bowles Shahnawaz Ahmed Maria Schuld 39 64 0 11 Mar 2024
Approximately Equivariant Quantum Neural Network for $p4m$ Group Symmetries in Images Su Yeon Chang Michele Grossi B. L. Saux S. Vallecorsa 49 13 0 03 Oct 2023
Trainability barriers and opportunities in quantum generative modeling Manuel S. Rudolph S. Lerch Supanut Thanasilp Oriel Kiss S. Vallecorsa Michele Grossi Zoë Holmes 53 25 0 04 May 2023
On the universality of $S_n$ -equivariant $k$ -body gates S. Kazi Martín Larocca M. Cerezo 43 19 0 01 Mar 2023
Theory for Equivariant Quantum Neural Networks Quynh T. Nguyen Louis Schatzki Paolo Braccia Michael Ragone Patrick J. Coles F. Sauvage Martín Larocca M. Cerezo 37 89 0 16 Oct 2022
Connecting ansatz expressibility to gradient magnitudes and barren plateaus Zoë Holmes Kunal Sharma M. Cerezo Patrick J. Coles 143 423 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 138 655 0 28 Jul 2020
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016