arXiv
Verdict: NotableCool Graphs: Active Property Search Towards Quantum Nano-Refrigerators
Nanodevices that absorb energy from their thermal environment can act as quantum refrigerators.
Score█████░░░░░4.5
Physics
Quantum machines, new materials, and the universe at every scale.
Edition No. 39
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Top stories
1. VLITE Observations of the Hubble Ultra Deep Field
We present 136 hr of 340 MHz observations of the Hubble Ultra Deep Field (HUDF) conducted with the VLA Low-band Ionosphere and Transient Experiment (VLITE), collected commensally with higher-frequency Karl G.
Verdict: Notable████░░░░░░4.42. A trust layer for fast pedestal-stability surrogates: calibrated error bars, out-of-distribution alarms and few-shot recalibration
Machine-learning surrogates of linear peeling-ballooning stability now run in milliseconds, but they are mostly deployed as point estimators: they do not say how wrong they may be, or when a query lies outside what…
Verdict: Notable████░░░░░░4.4
More top stories
- arXivby Mohammed Siraj, Habib, Ruban
Matched but Not Better: An Equivalence-Tested Benchmark of Quantum Machine Learning on Six Clinical Datasets and the QML-Health-READY Reporting Framework
Quantum machine learning (QML) is promoted for clinical prediction, but comparisons with classical models are rarely paired or tested for equivalence.
No.03Verdict: NotableScore████░░░░░░4.4 - arXivby Takamoto, Sampara, Zaverkin +2
Towards Multiscale Molecular Representation Learning through Geometry-Based Fragmentation for Polymer Property Prediction
It is well established that molecular substructures can contribute unequally to chemical and physical properties, with specific motifs or side chains often playing dominant roles.
No.04Verdict: NotableScore████░░░░░░4.4 - arXivby Cai, Jarkas, Zhao +1
Dithered Belief Propagation for Real-Time Quantum Memory Decoding
We introduce dithered belief-propagation decoding for circuit-level quantum memory to mitigate the oscillations and trapping behavior that limit standard belief-propagation (BP) decoders ....
No.05Verdict: NotableScore████░░░░░░4.3 - arXivby Cheng, Guo, Pan
Certifying quantum code and circuit distances at scale
Code and circuit distances characterize how strongly quantum error correction suppresses logical errors and guide code comparisons, schedule choices and resource estimates.
No.06Verdict: NotableScore████░░░░░░4.3
Briefs
- arXiv
Energy-Guided Transport for Projection-Free Physics-Informed Flow Matching
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ΦasmaNet: A Staged Spectral Token-Refinement Architecture for Fast Gravitational-Wave Signal-to-Noise Ratio Prediction
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Readable Is Not Steerable: Pre-Registered Tests of Physical Structure in Learned Fluid Representations
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Hardware Demonstration of Neural-Surrogated Quantum-Enhanced MCMC for Large-Scale Constrained Boltzmann Sampling
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Barycentric programming: Classical realization of programs for universal quantum processors
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Quantum-Inspired Pairwise Ranking Aggregation via Active LLM Feedback
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Macrocanonical Generator Networks: Data-Efficient Neural Surrogates for Amortized Physics Simulation
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Thermally Conditioned Time-Series Forecasting of Grain Growth in Polycrystalline Materials
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