Quantum Machine Learning

4,009 papers

Quantum Machine Learning Research Context

This category covers quantum machine learning research, including quantum kernels, variational classifiers, hybrid learning systems, generative models, and QML benchmarks.

Showing 1585-1596 of 4,009

Investigating Different Barren Plateaus Mitigation Strategies in Variational Quantum Eigensolver

Mostafa Atallah, Nouhaila Innan, Muhammad Kashif, Muhammad Shafique

2025 arXiv arXiv preprint

IQNN-CS: Interpretable Quantum Neural Network for Credit Scoring

Abdul Samad Khan, Nouhaila Innan, Aeysha Khalique, Muhammad Shafique

2025 arXiv arXiv preprint

Irrelevant carrots and non-existent sticks: trust, governance, and security in the transition to quantum-safe systems

Ailsa Robertson, Siân Brooke, Sebastian De Haro, Christian Schaffner

2025 arXiv arXiv preprint

KARIPAP: Quantum-Inspired Tensor Network Compression of Large Language Models Using Infinite Projected Entangled Pair States and Tensor Renormalization Group

Azree Nazri

2025 arXiv arXiv preprint

Lane-Frame Quantum Multimodal Driving Forecasts for the Trajectory of Autonomous Vehicles

Navneet Singh, Shiva Raj Pokhrel

2025 arXiv arXiv preprint

Learning Reduced Representations for Quantum Classifiers

Patrick Odagiu, Vasilis Belis, Lennart Schulze, Panagiotis Barkoutsos, Michele Grossi, Florentin Reiter, Günther Dissertori, Ivano Tavernelli, Sofia Vallecorsa

2025 arXiv arXiv preprint

Learning to decode logical circuits.

Zhou Y, Wan C, Xu Y, Zhou JP, Weinberger KQ, Kim EA.

2025 Europe PMC Nat Comput Sci

LiePrune: Lie Group and Quantum Geometric Dual Representation for One-Shot Structured Pruning of Quantum Neural Networks

Haijian Shao, Bowen Yang, Wei Liu, Xing Deng, Yingtao Jiang

2025 arXiv arXiv preprint

Limitations of Quantum Advantage in Unsupervised Machine Learning

Apoorva D. Patel

2025 arXiv arXiv preprint

Linguistic Predictability and Search Complexity: How Linguistic Redundancy Constraints the Landscape of Classical and Quantum Search

Alessio Di Santo, Gabriella Lanziani

2025 arXiv arXiv preprint

Local clustering decoder as a fast and adaptive hardware decoder for the surface code.

Ziad AB, Zalawadiya A, Topal C, Camps J, Gehér GP, Stafford MP, Turner ML.

2025 Europe PMC Nat Commun

Long-term analysis of efficient-BB84 4-node network with optical switches in metropolitan environment

Alberto De Toni, Edoardo Bortolozzo, Alessandro Emanuele, Marco Venturini, Luca Calderaro, Marco Avesani, Giuseppe Vallone, Paolo Villoresi

2025 arXiv arXiv preprint