Sparse wireless learning method nears full-precision accuracy
Preprint: QEF-GT-AdamW approaches reference accuracy at about 30% Top-K density on MNIST and 35% on CIFAR-10, compared with about 90% for QGT-AdamW.
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Preprint: QEF-GT-AdamW approaches reference accuracy at about 30% Top-K density on MNIST and 35% on CIFAR-10, compared with about 90% for QGT-AdamW.
A mathematical analysis adds a best-possible remainder term and extends the same variational approach to infinite sequences and finite sums.
A mathematical study presents one exact but exponential method and two faster approximation algorithms for merging consecutive probability values under an entropy cap.
A model finds the most information per absorbed photon at a specific loss level, while adaptive sensing remains outside the fixed-scheme result.
Preprint: A model of 52,464 massive triples finds stable and unstable merger pathways, with a small high-eccentricity tail at 10 Hz.
A numerical study tested Schur-complement preconditioners across two diffuse-interface tumor-growth models in two and three dimensions, with AMG requiring fewer iterations than ILU in one 3D comparison.
This preprint reports that a compact plant-health model matched its float version's accuracy after packaging, but class-balanced performance dipped, especially in fruit categories.
Preprint calculations report a localized mode inside a modeled band gap, with decay falling sharply as the crystal grows, but no experiment is reported.
Preprint: In a synthetic wireless-edge system, the method outperformed four benchmarks on reward and requests meeting end-to-end latency targets.
Preprint: Researchers report a high-power continuous-wave source, but say coating lifetime remains a central challenge.
Preprint analysis compares two compact bubbles with a larger outflow, finding different energy balances and a sharp mismatch between radio-based and resolved power estimates.
A preprint reports near-exact decisions in simulations, while larger-code tests and hardware pilots expose runtime and model limits.
Preprint: Removing biochemical patterns from protein embeddings lowered classifier performance, while randomized projections had little effect.
Preprint: DDPG-CVX outperformed five allocation methods in a five-device MapReduce model, with the largest gap against MAXF.
Preprint: A confidence-sequence method follows the observed SGD trajectory and is designed to certify target accuracy without a fixed horizon.
An analysis of five shopping applications used in Pakistan reports a strong in-sample model, but leaves questions about how widely it applies.
This preprint reports algebraic criteria that reduce an infinite saturation problem to finite checks and gives exact results for several toric spaces.
Preprint: A 2015 solar active region showed 18 recurrent brightenings and moving plasma, but the data do not show that one reconnection site triggered the next.
Preprint: A benchmark of seven vision-language models found low accuracy when first-person video and dialogue conflicted, along with wide variation in when models chose to intervene.
An arXiv preprint reports lower Gray–Scott residuals for PI-SAP, while accuracy rankings shift with sparsity, width and equation.