🏢 Sandia National Laboratories
What is my quantum computer good for? Quantum capability learning with physics-aware neural networks
·1734 words·9 mins·
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Machine Learning
Deep Learning
🏢 Sandia National Laboratories
Quantum-physics-aware neural networks achieve up to 50% improved accuracy in predicting quantum computer capabilities, scaling to 100+ qubits.
Replicability in Learning: Geometric Partitions and KKM-Sperner Lemma
·301 words·2 mins·
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AI Theory
Optimization
🏢 Sandia National Laboratories
This paper reveals near-optimal relationships between geometric partitions and replicability in machine learning, establishing the optimality of existing algorithms and introducing a new neighborhood …