Deep quanvolutional neural networks with enhanced trainability and gradient propagation

Abstract In this paper, we explore methods to enhance the performance of one of the frequently used variants of Quantum Convolutional Neural Networks, known as Quanvolutional Neural Networks (QuNNs) by introducing trainable quanvolutional layers and addressing the challenges associated with training...

Full description

Bibliographic Details
Published in:	Scientific Reports
Main Authors:	Muhammad Kashif, Muhammad Shafique
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-07-01
Subjects:	Quantum neural networks Residual learning Trainability Deep learning
Online Access:	https://doi.org/10.1038/s41598-025-06035-4

Similar Items

KANB: A Family of Parametric Activation Functions With Trainable Parameters
by: George Kanakoudis, et al.
Published: (2025-01-01)

Less Is More: Adaptive Trainable Gradient Dropout for Deep Neural Networks
by: Christos Avgerinos, et al.
Published: (2023-01-01)

Trainable Weights for Multitask Learning
by: Chaeeun Ryu, et al.
Published: (2023-01-01)

Breast Cancer Detection with Quanvolutional Neural Networks
by: Nadine Matondo-Mvula, et al.
Published: (2024-07-01)

<italic>Padding Module</italic>: Learning the Padding in Deep Neural Networks
by: Fahad Alrasheedi, et al.
Published: (2023-01-01)

Sequential learning on a tensor network Born machine with trainable token embedding
by: Wanda Hou, et al.
Published: (2025-01-01)

THE EFFECT OF TRAINABILITY ON THE PHYSICAL FITNESS OF YOUNG ATHLETES
by: Iveta Bonova, et al.
Published: (2022-07-01)

Understanding Logical-Shift Error Propagation in Quanvolutional Neural Networks
by: Marzio Vallero, et al.
Published: (2024-01-01)

TRAINABILITY OF PLAYERS FROM THE BULGARIAN YOUTH NATIONAL FIELD HOCKEY TEAM
by: I. Bonova
Published: (2020-12-01)

Determination of The Efficiency of Menstruation Hygiene Training Given to Trainable Intellectual Disability Adolescent Girls
by: Ilknur Münevver Gönenç, et al.
Published: (2020-03-01)

Trainability, persuasion, or coercion: a study of human–dog and human–wolf interactions in early life
by: Gwendolyn Wirobski, et al.
Published: (2025-08-01)

The targeted rehabilitation program with corrective exercises on trainable mentally handicapped people with upper body disorders
by: Roya Mohammadi, et al.
Published: (2021-06-01)

Trainability issues in quantum policy gradients
by: André Sequeira, et al.
Published: (2024-01-01)

THE ANALYSIS OF THE VIEWPOINT SHAPED BY THE INCLUSION OF NORMALLY DEVELOPING CHILDREN WITH TRAINABLE MENTALLY DISABLED CHILDREN BY THE WAY OF RECREATIONAL ACTIVITIES
by: Melike Patlar, et al.
Published: (2018-12-01)

Optimized Sequential Agentic AI-Guided Trainable Hybrid Activation Functions for Solar Irradiance Forecasting
by: Ngiap Tiam Koh, et al.
Published: (2025-01-01)

Quantum-Enhanced Representation Learning: A Quanvolutional Autoencoder Approach against DDoS Threats
by: Pablo Rivas, et al.
Published: (2024-05-01)

MIMOSNN: Software implementation for MIMO sampling neural network
by: Lingyan Wu, et al.
Published: (2025-02-01)

Trainable watershed-based model for cornea endothelial cell segmentation
by: Sami Ahmed Saifullah, et al.
Published: (2022-03-01)

Can trainability constrain physical fitness adaptations to small-sided games and high-intensity interval training in young male basketball players? a prospective cohort study
by: LiXin Wei, et al.
Published: (2024-12-01)

Deep Learning Based Over-the-Air Training of Wireless Communication Systems without Feedback
by: Christopher P. Davey, et al.
Published: (2024-05-01)

A Multi-Center Comparison of O2peak Trainability Between Interval Training and Moderate Intensity Continuous Training
by: Camilla J. Williams, et al.
Published: (2019-02-01)

Neural Annealing and Visualization of Autoregressive Neural Networks in the Newman–Moore Model
by: Estelle M. Inack, et al.
Published: (2022-05-01)

Research methodology for urban vehicle driving cycles
by: A. V. Manyashin
Published: (2021-12-01)

Research on the Optimization Method of Project-Based Learning Design for Chinese Teaching Based on Interference-Tolerant Fast Convergence Zeroing Neural Network
by: Weihua Bai, et al.
Published: (2024-07-01)

SinLU: Sinu-Sigmoidal Linear Unit
by: Ashis Paul, et al.
Published: (2022-01-01)

Multimodal Quanvolutional and Convolutional Neural Networks for Multi-Class Image Classification
by: Yuri Gordienko, et al.
Published: (2024-07-01)

Trainable PQC-Based QRAM for Quantum Storage
by: Koustubh Phalak, et al.
Published: (2023-01-01)

Novel Quanvolutional Neural Network-Based COVID-19 Diagnosis From Raman Spectroscopic Signals of Human Serum
by: Shivanya Shomir Dutta, et al.
Published: (2025-01-01)

Deep learning enhanced noise spectroscopy of a spin qubit environment
by: Stefano Martina, et al.
Published: (2023-01-01)

Quantum-enhanced gradient boosting neural networks for optimizing PFOS removal with nanofiltration membranes
by: Jianbin Hu, et al.
Published: (2025-07-01)

Efficient Hardware Implementation of a Multi-Layer Gradient-Free Online-Trainable Spiking Neural Network on FPGA
by: Ali Mehrabi, et al.
Published: (2024-01-01)

Dose-response and time-lagged effect of daily training load on athlete well-being during an international rugby series
by: Blair T. Crewther, et al.
Published: (2024-05-01)

Training a Filter-Based Model of the Cochlea in the Context of Pre-Trained Acoustic Models
by: Louise Coppieters de Gibson, et al.
Published: (2024-05-01)

Association Between Changes in Serum and Skeletal Muscle Metabolomics Profile With Maximum Power Output Gains in Response to Different Aerobic Training Programs: The Times Study
by: Alex Castro, et al.
Published: (2021-10-01)

An Updated Survey of Efficient Hardware Architectures for Accelerating Deep Convolutional Neural Networks
by: Maurizio Capra, et al.
Published: (2020-07-01)

Innovative Integration of Residual Networks for Enhanced In-loop Filtering in VVC Using Deep Convolutional Neural Networks
by: M.K.I. Ibraheem, et al.
Published: (2025-08-01)

Age-Related Changes in the Behaviour of Domestic Horses as Reported by Owners
by: Bibiana Burattini, et al.
Published: (2020-12-01)

The biodistribution of polystyrene nanoparticles administered intravenously in the chicken embryo
by: Meiru Wang, et al.
Published: (2024-06-01)

No sex-specific effects of balance training on dynamic balance performance in healthy children
by: Thomas Muehlbauer, et al.
Published: (2022-10-01)

Why nature prevails over nurture in the making of the elite athlete
by: Evelina Georgiades, et al.
Published: (2017-11-01)