QML Foundations
2025 · 45 papers
A scalable advantage in multi-photon quantum machine learning
2025Wang et al.
QML Foundations
Adaptive Conformal Prediction for Quantum Machine Learning
2025Spencer, Nicholls, Caprio
QML Foundations
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles
2025Park et al.
QML Foundations
Almost fault — tolerant quantum machine learning with drastic overhead reduction
2025Kang et al.
QML Foundations
Applications of Hybrid Machine Learning Methods to Large Datasets A Case Study
2025Maragkopoulos et al.
QML Foundations
AutoQML A Framework for Automated Quantum Machine Learning
2025Roth et al.
QML Foundations
Classical feature map surrogates and metrics for quantum control landscapes
2025Calzavara, Calarco, Motzoi
QML Foundations
Comparing Quantum Machine Learning Approaches in Astrophysical Signal Detection
2025Ziiatdinov et al.
QML Foundations
Component Based Quantum Machine Learning Explainability
2025White, Guha
QML Foundations
DOMAIN-AWARE QUANTUM CIRCUIT FOR QML
2025Singh, Pellegrini, Merz
QML Foundations
Data Complexity a threshold between Classical and Quantum Machine Learning — Part I
2025Pere
QML Foundations
Double descent in quantum machine learning
2025Kemples et al.
QML Foundations
EnQode Fast Amplitude Embedding for Quantum Machine Learning Using Classical Data
2025Han et al.
QML Foundations
Entangled mixed-state datasets generation by quantum machine learning
2025Xu et al.
QML Foundations
Experimental data re-uploading with provable enhanced learning capabilities
2025Mauser et al.
QML Foundations
Exploring Quantum Machine Learning for Weather Forecasting
2025Heloísa F. da Silva et al.
QML Foundations
Geodesics of Quantum Feature Maps on the space of Quantum Operators
2025Vlasic
QML Foundations
How many qubits does a machine learning problem require
2025Leither, Kubal, Johri
QML Foundations
Hybrid Quantum-Classical Multi-Agent Pathfinding
2025Gerlach et al.
QML Foundations
Influence of Data Dimensionality Reduction Methods on the Effectiveness of Quantum Machine Learning Models
2025Ravindra Shinde, Nurminen
QML Foundations
Iterative Quantum Feature Maps
2025Matsumoto et al.
QML Foundations
Limitations of Quantum Advantage in Unsupervised Machine Learning
2025Patel
QML Foundations
Local surrogates for quantum machine learning
2025Nair, Ferrie
QML Foundations
Masot-Llima et al. Prospects for quantum advantage in machine learning from the representability of functions
2025Unknown
QML Foundations
Modeling Feature Maps for Quantum Machine Learning
2025Singh, Pokhrel
QML Foundations
Multiple Embeddings for Quantum Machine Learning
2025Han, Jia, Guo
QML Foundations
On Dequantization of Supervised Quantum Machine Learning via Random Fourier Features
2025Sahebi et al.
QML Foundations
On the status of current quantum machine learning software
2025Gupta, Rybotycki, Gawron
QML Foundations
Pulsed learning for quantum data re-uploading models
2025Acedo et al.
QML Foundations
Q-RUN Quantum-Inspired Data Re-uploading Networks
2025Qiao et al.
QML Foundations
QML-HCS A Hypercausal Quantum Machine Learning Framework for Non-Stationary Environments
2025Mozo
QML Foundations
QUANTUM MACHINE LEARNING IN MULTI-QUBIT PHASE-SPACE PART I FOUNDATIONS
2025Heightman et al.
QML Foundations
QuProFS An Evolutionary Training-free Approach to Efficient Quantum Feature Map Search
2025Gujju et al.
QML Foundations
Quantum Machine Learning for Climate Modelling
2025Schwabe et al.
QML Foundations
Quantum Machine Learning for Optimizing Entanglement Distribution in Quantum Sensor Circuits
2025Ashok Attisara, Kumar
QML Foundations
Quantum Machine Learning via Contrastive Training
2025Zhukas et al.
QML Foundations
Quantum ensemble learning with a programmable superconducting processor
2025Chen et al.
QML Foundations
Quantum machine learning advantages beyond hardness of evaluation
2025Molteni, Marshall, Dunjko
QML Foundations
Quantum machine learning for efficient reduced order modelling of turbulent flows
2025Li, Lou, Xiao
QML Foundations
Quantum machine learning with Adaptive Boson Sampling via post-selection
2025Hoch et al.
QML Foundations
Quantum-inspired Embeddings Projection and Similarity Metrics for Representation Learning
2025Kankeu et al.
QML Foundations
Quenched Quantum Feature Maps
2025Simen et al.
QML Foundations
Supervised Quantum Machine Learning A Future Outlook from Qubits to Enterprise Applications
2025Thudumu, Fisher, Du
QML Foundations
Trainability of Quantum Models Beyond Known Classical Simulability
2025Meyer et al.
QML Foundations
You Only Measure Once On Designing Single-Shot Quantum Machine Learning Models
2025Liu et al.
QML Foundations