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█████░░░░░4.6
Physics
Quantum machines, new materials, and the universe at every scale.
Edition No. 38
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Top stories
1. 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█████░░░░░4.52. 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████░░░░░░4.5
More top stories
- arXivby Tsioulis, Tefas, Stergioulas
ΦasmaNet: A Staged Spectral Token-Refinement Architecture for Fast Gravitational-Wave Signal-to-Noise Ratio Prediction
Quantifying selection effects in gravitational-wave population studies requires millions of costly signal-to-noise ratio (SNR) calculations.
No.03Verdict: NotableScore████░░░░░░4.4 - arXivby Modgil
Readable Is Not Steerable: Pre-Registered Tests of Physical Structure in Learned Fluid Representations
Self-supervised world models are often said to organize their latents around physical quantities.
No.04Verdict: NotableScore████░░░░░░4.4 - arXivby Kawamata, Fujii
Hardware Demonstration of Neural-Surrogated Quantum-Enhanced MCMC for Large-Scale Constrained Boltzmann Sampling
Neural-surrogated quantum-enhanced Markov chain Monte Carlo (QeMCMC) uses neural networks trained on samples from the quantum approximate optimization algorithm (QAOA) to accelerate ....
No.05Verdict: NotableScore████░░░░░░4.3 - arXivby Hashimoto, Yoshida, Murao
Barycentric programming: Classical realization of programs for universal quantum processors
A programmable quantum processor implements a target unitary using information stored in a classical or quantum program register.
No.06Verdict: NotableScore████░░░░░░4.3
Briefs
- arXiv
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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Surrogate Models for Stochastic Al-Cu Phase-Field Solidification
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Quantum-Inspired Pairwise Ranking Aggregation via Active LLM Feedback
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Data-driven candidate structure ensemble generation beyond the convex hull with crystALL approach
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Phase-locked beam splitting with continuously tunable intensity ratio using stochastic phase masks
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Semi-Device-Independent Certification of multi-qubit Entangled Basis Measurement
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Anomaly-ranked confirmation slows new-class learning
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