Experimental evidence of generalization in quantum machine learning in small-data regime

arXiv:2609.24666 · quant-ph, q-bio.QM · Submitted 2026-09-21 · Read on arXiv

quant-ph, q-bio.QM

Submitted: 2026-09-21

Updated: 2026-09-21

Terminology

• Accuracy — 46× in this paper · explained in 1 episode
• Generalization — 40× in this paper · explained in 13 episodes
• Benchmark — 12× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Entanglement — 2× in this paper · explained in 3 episodes
• Fidelity — 2× in this paper · explained in 2 episodes
• Parameter Efficiency — 2× in this paper · explained in 3 episodes
• Sample Complexity — 2× in this paper · explained in 15 episodes
• AUC — 1× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Few-Shot Learning — 1× in this paper · explained in 4 episodes
• Generalization Bounds — 1× in this paper · explained in 2 episodes
• Hilbert Space — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Measuring the Energy Consumption and Efficiency of Deep Neural Networks: An Empirical Analysis and Design Recommendations
• Understanding Generalization in Quantum Machine Learning with Margins
• Representation of Classical Data on Quantum Computers
• Classically Approximating Variational Quantum Machine Learning with Random Fourier Features
• Adam: A Method for Stochastic Optimization
• A Comparative Study of Encoding Strategies for Quantum Convolutional Neural Networks
• Exponential quantum advantage in processing massive classical data
• A Primer on Quantum Machine Learning
• Myths around quantum computation before full fault tolerance: What no-go theorems rule out and what they don't
• Spectral methods: crucial for machine learning, natural for quantum computers?

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