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Quantum Computing News and Quantum News. Technology News from around the planet. Exciting Latest Developments in Quantum Tech.
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News
Researchers Cut Quantum Circuit Gate Count With Reinforcement Learning
3+ week, 3+ day ago (661+ words) On twenty-qubit Clifford+T circuits, a new method removes double the number of computational steps compared with existing techniques, even when applied to problems five times more complex than those used during its development. By integrating established simplification rules into…...
Purdue Researchers Build Quantum Circuits For Numerical Integration
1+ mon, 3+ week ago (961+ words) Rusty is a quantum science nerd. He's been into academic science all his life, but spent his formative years doing less academic things. Now he turns his attention to write about his passion, the quantum realm. He loves all things…...
Kanno And Colleagues Propose Hodge Spectral Relaxations For Topology-Constrained Optimization
1+ mon, 4+ week ago (1541+ words) Hodge spectral-filter losses now deliver more spatially distributed gradients, smoother scale-normalized behaviour, and geometry-aware update directions than previous persistent-homology-based methods. This represents a shift from discrete topological control to a differentiable framework, enabling integration with gradient-based machine learning techniques. The…...
QCNNs Classically Simulable Up To 1024 Qubits
5+ mon, 6+ day ago (1378+ words) Quantum Zeitgeist Quantum convolutional neural networks (QCNNs), a leading architecture in quantum machine learning, are demonstrably classically simulable up to 1024 qubits. Researchers found that these networks, inspired by their classical counterparts and used to classify data ranging from images to…...
Researchers Simulate Thermal Effects To Track Quantum Evolution With High Precision
5+ mon, 1+ week ago (1362+ words) Can quantum computers accurately model systems at temperatures where thermal noise overwhelms the signal? A new algorithm achieves this by scaling circuit depth linearly with system size, requiring only single-qubit rotations and nearest-neighbour CNOT gates for n modes. This delivers…...
Confined Waves Shrink To Just 0.75 Units With New Material Design
5+ mon, 1+ week ago (1395+ words) Quantum Zeitgeist Fumitatsu Iwase and colleagues at Tokyo Medical University present a new inverse design strategy to enhance spatial confinement of topological π-modes in one-dimensional nonperiodic systems. The strategy addresses edge-mode penetration into the bulk of these systems, successfully generating…...
Machine Learning Unlocks Hidden Structures Within Quantum Energy Braids
5+ mon, 2+ week ago (1137+ words) Can complex-energy braids, knotted structures formed by the energy levels of quantum systems, be reliably characterised without complex experimental analysis. A new machine learning framework, utilising Transformer networks, simultaneously determines both the topological properties of these braids and the band…...