Preprint finds conditions for random-walk samplers to handle steep targets
A mathematical analysis derives a positive acceptance bound across states and dimensions, but does not test the method on real data.
2321–2340
A mathematical analysis derives a positive acceptance bound across states and dimensions, but does not test the method on real data.
The theoretical study reports different outcomes for cubic and quintic self-repulsion, along with localized states in steep outward-pushing potentials. No experiment is included.
The IAR method showed stronger document-question and general-benchmark scores in seven of eight main settings, but every checkpoint came from a single training run.
An on-premises system built around a 100 GbE fabric moved data at high aggregate speeds, while measured throughput varied with endpoint hardware and remote network paths.
A mathematical paper presents MU-module and framed sphere-spectrum equivalences for cotangent bundles, while finding that sphere-level base-change does not generally recover the MU result.
In robot-assisted prostatectomy videos, chunked forecasts also kept predicted instrument paths closer to the benchmark, although long-range errors remained.
A model of 105 clinical HSAT recordings found recurring links alongside subgroup differences, but the observational results are not a clinical rule.
The logistic-regression approach performed strongly in selected simulations and found evidence of unequal mean vectors in two gene-expression datasets, while its formal guarantees depend on strict assumptions.
The model predicts more high-redshift halos and lower fitted star-formation efficiency, but combined cosmological data do not significantly favor it over ΛCDM.
An audit found apparent changes in an unchanged model, while external distillation reached more low-base problems than the tested self-training methods.
A theoretical study reports quantum-dominated fluctuations even when the defining frame is strongly dissipative and the model’s temperature exceeds the Hubble scale.
Two theoretical approaches give cross-section differences of about 2% to 7% at selected settings, while some radiation-related spin comparisons are far larger.
The method keeps competing dictionary explanations in play and reports only the finest physical conclusion they jointly support.
Laser-driven plasma measurements and models point to lower-hybrid drift instability, while key details remain unresolved.
Simulations and early simulator feedback point to stable flight across phases, but the evidence does not yet show lower workload or real-aircraft performance.
A mathematical method uses a spherical reference wave to estimate a radiation solution’s far-field pattern from total-field intensities, while leaving finite-distance performance untested.
The formal method continues eigenfunctions beyond the boundary, but its numerical accuracy and long-term localization remain untested.
A radial cross-check found that the main SDSS transverse compilations did not agree, while one showed far more scatter than its quoted errors suggested.
Theoretical results cover parallel queries, fixed-round adaptivity and selected two-stage designs, while leaving fully adaptive algorithms unresolved.
A mathematical model finds a closed-form cancellation setting that reaches the best possible worst-case voltage result when specific feasibility conditions hold.