Data-only AI clustering beats mean prediction in synthetic tests
Preprint: In synthetic tests, the method came closer to one of several valid outputs than random labels, but it remained behind a benchmark using true modality identities.
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Preprint: In synthetic tests, the method came closer to one of several valid outputs than random labels, but it remained behind a benchmark using true modality identities.
Preprint testing on three accelerators reports peak speedups of 2.05× over cuBLAS and 2.06× over rocBLAS.
The simulation reported a 4.02°C RMSE against measurements, but its parameters were tuned on the same trajectory used for testing.
Testing found sharper phantom images and visible vessel structure at 12.5% detector retention, while validation remained limited to simulated and physical phantoms.
Preprint: An arXiv paper outlines field-level controls for limiting identifying details, while tests and a reported failure expose important trust gaps.
Preprint: In a physics-based campus simulation, FedQoS remained close to centralized prediction in two non-IID conditions, while access-selection results differed between mild and severe tests.
Preprint: An arXiv version-1 study dated 26 Aug 2026 reports higher return, communication and sensing measures, plus lower collision-risk counts in modeled multi-UAV tests.
Preprint: In spin-chain tests, the model made compact formulas but did not beat a known quadratic basis on accuracy.
Preprint: DeCO had the highest reported accuracy at low image budgets, but the results lack formal uncertainty tests and no public code was reported at submission time.
An arXiv preprint comparing five systems found image scores diverged from geometry measures in murky water and on an operational survey.
A single-transmon test paired a 58-nanosecond measurement with 0.17(1)% assignment error and mean leakage of 2.7(2) × 10^-5 per measurement.
Preprint: ATLAS reports its most precise tZq study yet, with cross-section measurements, spin information and limits on nine dimension-six coefficients.
A preprint describes a Vietnamese detector that accepts scanned and long documents, while its authors say human review remains essential.
A preprint reports more than 20 frames per second at 480p, while also documenting blur and unexplained object changes in generated scenes.
A preprint reports that same-parity elastic transitions cancel the long-range divergence, while opposite-parity inelastic transitions retain finite coupling.
Preprint: A computational model of lithium cobalt oxide leaching matched lower-acid comparisons reasonably well, but overpredicted recovery when peroxide was present at 2.5 M hydrochloric acid.
An arXiv preprint reports the highest displayed scores for PonsRAG, but the evaluation covered only long narrative reasoning benchmarks.
This preprint reports a class-balanced method that adds pseudo-labels to sparse remote-sensing training and outperforms listed baselines on two benchmarks, but its performance beyond them is untested.
A mathematical preprint reports conditional spectral-gap lower bounds and mixing-time upper bounds for proper colorings on finite graphs with girth at least five.
Preprint: A 46-community analysis links wealth to support ties and wealth-based network separation, but cannot establish cause and effect.