Neural Networks

2025 · 35 papers

Collaborative Filtering using Variational Quantum Hopfield Associative Memory
2025

Kermanshahani et al.

Neural Networks
Contextual Quantum Neural Networks for Stock Price Prediction
2025

Mourya, Leipold, Adhikari

Neural Networks
Enhanced Squeezing and Faster Metrology from Layered Quantum Neural Networks
2025

Gutierrez, Araiza Bravo, Yelin

Neural Networks
High-expressibility Quantum Neural Networks using only classical resources
2025

Maronese ethnic al.

Neural Networks
How to Train Your Dragon Quantum Neural Networks
2025

Zhang, Kamenev

Neural Networks
Hybrid Quantum Neural Networks with Amplitude Encoding Advancing Recovery Rate Predictions
2025

Chen et al.

Neural Networks
Hybrid Quantum Physics-informed Neural Network Towards Efficient Learning of High-speed Flows
2025

Leong et al.

Neural Networks
Is Quantum Optimization Ready An Effort Towards Neural Network Compression using Adiabatic Quantum Computing
2025

Wanga et al.

Neural Networks
Jiang Zhang Chen QSeer A Quantum-Inspired Graph Neural Network for Parameter Initialization in Quantum Approximate Optimization Algorithm Circuits
2025

Unknown

Neural Networks
Learning to Learn with Quantum Optimization via Quantum Neural Networks
2025

Chen, Matsuyama, Huang

Neural Networks
Learning to Measure Quantum Neural Networks
2025

Chen et al.

Neural Networks
Local Pseudopotential Unlocks the True Potential of Neural Network-based Quantum Monte Carlo
2025

Fu et al.

Neural Networks
Neural-network-assisted Monte Carlo sampling trained by Quantum Approximate Optimization Algorithm
2025

Nakano, Okada, Fujii

Neural Networks
On Quantum Perceptron Learning via Quantum Search
2025

Sun et al.

Neural Networks
Performance Guarantees for Quantum Neural Estimation of Entropies
2025

Sreekumar, Godfield, Wilde

Neural Networks
Phase-Space Framework for Noisy Intermediate-Scale Quantum Optical Neural Networks
2025

Świerczewski et al.

Neural Networks
QDCNN Quantum Deep Learning for Enhancing Safety and Reliability in Autonomous Transportation Systems
2025

Meghanath et al.

Neural Networks
QGAN-based data augmentation for hybrid quantum-classical neural networks
2025

He et al.

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QGHNN A quantum graph Hamiltonian neural network
2025

Wang

Neural Networks
Quantum Adaptive Self-Attention for Quantum Transformer Models
2025

Chen, Kuo

Neural Networks
Quantum Autoencoder An efficient approach to quantum feature map generation
2025

Zhuang et al.

Neural Networks
Quantum Autoencoder for Multivariate Time Series Anomaly Detection
2025

Tscharke et al.

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Quantum Circuits for Quantum Convolutions A Quantum Convolutional Autoencoder
2025

Orduz, Rivas, Baker

Neural Networks
Quantum Graph Attention Network A Novel Quantum Multi-Head Attention Mechanism for Graph Learning
2025

Ning, Li, Chen

Neural Networks
Quantum Graph Attention Networks Trainable Quantum Encoders for Inductive Graph Learning
2025

Faria et al.

Neural Networks
Quantum Neural Network applications to Protein Binding Affinity Predictions
2025

Souza Teixeira, Barros Fernandes, Rodrigues Inácio

Neural Networks
Quantum Neural Networks for Cloud Cover Parameterizations in Climate Models
2025

Pastori et al.

Neural Networks
Quantum Orthogonal Separable Physics-Informed Neural Networks
2025

Zanotta et al.

Neural Networks
Quantum RNNs and LSTMs Through Entangling and Disentangling Power of Unitary Transformations
2025

Daskin

Neural Networks
Quantum advantage for learning shallow neural networks with natural data distributions
2025

Lewis, Gilboa, McClean

Neural Networks
Quantum computational sensing using quantum signal processing quantum neural networks and Hamiltonian engineering
2025

Khan et al.

Neural Networks
Quantum neural networks facilitating quantum state classification
2025

Sharma et al.

Neural Networks
Stochastic Quantum Spiking Neural Networks with Quantum Memory and Local Learning
2025

Chen, Rajendran, Simeone

Neural Networks
Towards Practical Quantum Neural Network Diagnostics with Neural Tangent Kernels
2025

Scala et al.

Neural Networks
Variational quantum-neural hybrid imaginary time evolution
2025

Kuji, Nikuni, Shingu

Neural Networks