Barren plateaus in quantum neural network training landscapes

29 March 2018

Jarrod R. McClean

Sergio Boixo

V. Smelyanskiy

Ryan Babbush

Hartmut Neven

ArXiv (abs)PDF HTML

Papers citing "Barren plateaus in quantum neural network training landscapes"

50 / 388 papers shown

Title
Connecting phases of matter to the flatness of the loss landscape in analog variational quantum algorithms Kasidit Srimahajariyapong Supanut Thanasilp Thiparat Chotibut 22 0 0 01 Jul 2025
Learning Encodings by Maximizing State Distinguishability: Variational Quantum Error Correction Nico Meyer Christopher Mutschler Andreas R. Maier Daniel D. Scherer 69 0 0 13 Jun 2025
VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning Jun Qi Chao-Han Huck Yang Pin-Yu Chen Min-hsiu Hsieh 97 0 0 12 Jun 2025
Superposed Parameterised Quantum Circuits Viktoria Patapovich Mo Kordzanganeh A. Melnikov 23 0 0 10 Jun 2025
Adam assisted Fully informed Particle Swarm Optimzation ( Adam-FIPSO ) based Parameter Prediction for the Quantum Approximate Optimization Algorithm (QAOA) Shashank Sanjay Bhat Peiyong Wang U. Parampalli 14 0 0 07 Jun 2025
Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule Generation Andrew Smith Erhan Guven AI4CE 22 0 0 01 Jun 2025
Supervised Quantum Machine Learning: A Future Outlook from Qubits to Enterprise Applications Srikanth Thudumu Jason Fisher Hung Du 100 0 0 30 May 2025
Quantum computing and artificial intelligence: status and perspectives Giovanni Acampora Andris Ambainis Natalia Ares Leonardo Banchi Pallavi Bhardwaj ... Markus Schmitt Philipp Slusallek Filippo Vicentini Christof Weitenberg Frank K. Wilhelm 38 1 0 29 May 2025
The informativeness of the gradient revisited Rustem Takhanov AAML 45 0 0 28 May 2025
TabularQGAN: A Quantum Generative Model for Tabular Data Pallavi Bhardwaj Caitlin Jones Lasse Dierich Aleksandar Vučković 16 0 0 28 May 2025
Predictive Performance of Deep Quantum Data Re-uploading Models Xin Wang Han-Xiao Tao Re-Bing Wu 23 0 0 24 May 2025
Role of scrambling and noise in temporal information processing with quantum systems Weijie Xiong Zoë Holmes Armando Angrisani Yudai Suzuki Thiparat Chotibut Supanut Thanasilp 52 3 0 15 May 2025
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 117 0 0 13 May 2025
Quantum RNNs and LSTMs Through Entangling and Disentangling Power of Unitary Transformations Ammar Daskin 86 0 0 10 May 2025
HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems Ibne Farabi Shihab Sanjeda Akter Anuj Sharma 63 0 0 06 May 2025
QFDNN: A Resource-Efficient Variational Quantum Feature Deep Neural Networks for Fraud Detection and Loan Prediction Subham Das Ashtakala Meghanath Bikash K. Behera Shahid Mumtaz Saif Al-Kuwari Ahmed Farouk 52 0 0 28 Apr 2025
The effect of the number of parameters and the number of local feature patches on loss landscapes in distributed quantum neural networks Yoshiaki Kawase 122 0 0 27 Apr 2025
On the Generalization of Adversarially Trained Quantum Classifiers Petros Georgiou Aaron Mark Thomas Sharu Theresa Jose Osvaldo Simeone AAML 77 1 0 24 Apr 2025
Quantum Doubly Stochastic Transformers Jannis Born Filip Skogh Kahn Rhrissorrakrai Filippo Utro Nico Wagner Aleksandros Sobczyk 65 0 0 22 Apr 2025
Trainable Quantum Neural Network for Multiclass Image Classification with the Power of Pre-trained Tree Tensor Networks Keisuke Murota Takumi Kobori 74 0 0 21 Apr 2025
A Numerical Gradient Inversion Attack in Variational Quantum Neural-Networks Georgios Papadopoulos Shaltiel Eloul Yash Satsangi Jamie Heredge Niraj Kumar Chun-Fu Chen Marco Pistoia 137 0 0 17 Apr 2025
Cross-Problem Parameter Transfer in Quantum Approximate Optimization Algorithm: A Machine Learning Approach Kien X. Nguyen Bao Bach Ilya Safro 58 1 0 14 Apr 2025
Automating quantum feature map design via large language models Kenya Sakka K. Mitarai Keisuke Fujii 73 2 0 10 Apr 2025
Inductive Graph Representation Learning with Quantum Graph Neural Networks Arthur M. Faria Ignacio F. Graña Savvas Varsamopoulos GNN 126 0 0 31 Mar 2025
QCPINN: Quantum-Classical Physics-Informed Neural Networks for Solving PDEs Afrah Farea Saiful Khan Mustafa Serdar Celebi PINN 165 0 0 20 Mar 2025
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 96 1 0 20 Mar 2025
Causal Discovery from Data Assisted by Large Language Models Kamyar Barakati Alexander Molak Chris Nelson Xiaohang Zhang Ichiro Takeuchi Sergei V. Kalinin 84 0 0 18 Mar 2025
Enhancing Circuit Trainability with Selective Gate Activation Strategy Jeihee Cho Junyong Lee Daniel Justice Shiho Kim 106 0 0 17 Mar 2025
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification Rajiv Krishnakumar Julien Baglio Frederik F. Flöther Christian Ruiz Stefan Habringer Nicole H. Romano MedIm 53 0 0 13 Mar 2025
A quantum annealing approach to graph node embedding Hristo N. Djidjev GNN 176 1 0 08 Mar 2025
On the similarity of bandwidth-tuned quantum kernels and classical kernels Roberto Flórez Ablan M. Roth Jan Schnabel 111 2 0 07 Mar 2025
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits Kaining Zhang Liu Liu Min-hsiu Hsieh Dacheng Tao 141 63 0 20 Feb 2025
Exploring Channel Distinguishability in Local Neighborhoods of the Model Space in Quantum Neural Networks Sabrina Herbst S. S. Cranganore Vincenzo De Maio Ivona Brandić 99 0 0 17 Feb 2025
Quantum automated learning with provable and explainable trainability Qi Ye Shuangyue Geng Zizhao Han Weikang Li L. Duan D. Deng 80 0 0 07 Feb 2025
Variational decision diagrams for quantum-inspired machine learning applications Santiago Acevedo-Mancera Vladimir Vargas-Calderón Herbert Vinck-Posada 99 0 0 06 Feb 2025
Quantum Circuit Design using a Progressive Widening Enhanced Monte Carlo Tree Search Vincenzo Lipardi Domenica Dibenedetto Georgios Stamoulis Mark H.M. Winands 226 0 0 06 Feb 2025
Stability and Generalization of Quantum Neural Networks Jiaqi Yang Wei Xie Xiaohua Xu 93 1 0 22 Jan 2025
Investigating layer-selective transfer learning of QAOA parameters for Max-Cut problem Francesco Aldo Venturelli Sreetama Das Filippo Caruso 41 2 0 31 Dec 2024
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise Bikram Khanal Pablo Rivas 119 0 0 16 Dec 2024
Quantum Neural Networks in Practice: A Comparative Study with Classical Models from Standard Data Sets to Industrial Images Daniel Basilewitsch João F. Bravo Christian Tutschku Frederick Struckmeier 41 2 0 28 Nov 2024
Mixed-State Quantum Denoising Diffusion Probabilistic Model Gino Kwun Bingzhi Zhang Quntao Zhuang DiffM 167 2 0 26 Nov 2024
Quantum Circuit Training with Growth-Based Architectures Callum Duffy Smit Chaudhary Gergana V. Velikova 124 0 0 25 Nov 2024
Expressivity of deterministic quantum computation with one qubit Yujin Kim Daniel K. Park 68 0 0 05 Nov 2024
Quantum Deep Equilibrium Models Philipp Schleich Marta Skreta L. B. Kristensen Rodrigo A. Vargas-Hernández Alán Aspuru-Guzik 67 0 0 31 Oct 2024
Quantum Boltzmann machine learning of ground-state energies Dhrumil Patel Daniel Koch Saahil Patel Mark M. Wilde 103 7 0 16 Oct 2024
Applying Quantum Autoencoders for Time Series Anomaly Detection Robin Frehner Kurt Stockinger AI4TS 60 1 0 05 Oct 2024
Quantum-data-driven dynamical transition in quantum learning Bingzhi Zhang Junyu Liu Liang Jiang Quntao Zhuang 92 1 0 02 Oct 2024
Resource-efficient equivariant quantum convolutional neural networks Koki Chinzei Quoc Hoan Tran Yasuhiro Endo Hirotaka Oshima 67 1 0 02 Oct 2024
Satellite image classification with neural quantum kernels Pablo Rodriguez-Grasa Robert Farzan-Rodriguez Gabriele Novelli Yue Ban Mikel Sanz 105 4 0 30 Sep 2024
Exact gradients for linear optics with single photons Giorgio Facelli David D. Roberts Hugo Wallner Alexander Makarovskiy Zoë Holmes William R. Clements 69 5 0 24 Sep 2024