Tag
#quantum
6 insights
- engineering · arxiv/cs.LG · 4 min
Graph Neural Networks Cut QAOA Query Cost by 87%
A trust-region method using GNNs to predict QAOA parameter distributions reduces circuit evaluations while preserving solution quality on small graphs.
Apr 29, 2026 Read → - ai · arxiv/cs.LG · 4 min
Hyperbolic neural networks outperform Euclidean models in quantum simulations
Researchers demonstrate that Poincaré and Lorentz recurrent architectures consistently beat standard neural quantum states on many-body physics benchmarks.
Apr 28, 2026 Read → - ai · arxiv/cs.AI · 8 min
Quantum HHL Algorithm Generates Music via Coherent Fourier Oracle
Researchers apply the Harrow-Hassidim-Lloyd quantum algorithm to music composition by encoding melodic preference and harmonic rules, achieving 97% grammatically valid chord progressions.
Apr 25, 2026 Read → - ai · arxiv/cs.LG · 4 min
Quantum-LSTM hybrid cuts physics model training data by 100×
Federated learning with quantum-enhanced LSTM achieves classical accuracy on SUSY classification using 20K samples instead of 2M, with under 300 parameters.
Apr 20, 2026 Read → - ai · arxiv/cs.AI · 4 min
AlphaCNOT: Planning-Based RL Cuts Quantum Gate Count by 32%
Researchers combine Monte Carlo Tree Search with reinforcement learning to minimize CNOT gates in quantum circuits, outperforming classical heuristics.
Apr 18, 2026 Read → - ai · arxiv/cs.LG · 8 min
Quantum kernel inference cuts query cost by removing data-size dependence
New algorithm reduces quantum machine learning inference complexity from O(N) to O(1) in data size, achieving query-optimal bounds via amplitude estimation.
Apr 17, 2026 Read →