A case-based video framework reproduced broad movement trajectories in several tasks, but uneven errors and missing reference intervals exposed limits in detailed reconstruction.
A three-model finite-element study found that the reduced crown-to-implant ratio was associated with the highest modeled stress values in the abutment and implant, while stress was concentrated in smaller areas. The authors favored the shorter configuration but said further laboratory and clinical testing is needed.
A preprint reports that PGA-Trans-HAR led average error rankings for eight equity indices at medium and long forecast leads, while also ranking best on mean absolute error at the daily lead. The advantage varied by market and horizon.
A preprint describes an artificial-compressibility solver for global ocean models. It reports close agreement with a projection reference in idealized wave, convection and mixing tests, but its runtime figure is a scale estimate rather than a wall-clock measurement.
A verified interval-arithmetic pipeline produced a two-sided whole-space energy enclosure for H₂⁺ and tested the same machinery on three-centre systems.
The timing comparison showed large online speedups for a neural-network shortcut in lower-contrast tests, but high-contrast cases showed large global errors.
A theoretical preprint identifies the coordinates that stay positive across all optima and shows how bottleneck depth, duality and computational complexity shape the result.
A proposed finite-element method for nonlinear poroelasticity matched predicted behavior in several tests, but its guarantees depend on assumptions and one low-permeability pressure result was slightly suboptimal.
A layered controller combining a traffic model, lane-level speed limits and ramp metering performed strongly across simulated safety, efficiency and transfer tests. The results are promising for traffic-control modeling, but they do not show what would happen on a live road.
A raw-data model called STRATA led six matched sequence models in a 2024 test of Chinese stocks. But when the return target was restricted to the session after the signal, its long-short spread was indistinguishable from zero.
A computational methods preprint reports robust conditioning for a two-level solver in high-contrast multiscale benchmarks, with a much smaller coarse space in selected time-step regimes.
The analysis gives different corruption ceilings for Massart and oblivious noise, then translates them into per-iteration sampling requirements and simulation checks.
A mathematical transport study reports strict source-iteration acceleration from a transport-matched diffusion correction, while its approximation discrepancy scales with effective cell Knudsen number.
A computational study reported faster convergence for a new graphene phonon-transport solver, with the biggest gains appearing as conventional iterations slowed at larger length scales.
A mathematical preprint develops an unbiased idealized estimator and a two-stage randomized variant, then tests truncated versions on kernels and spectral filters.
A modeling study asks whether a fixed AED supply is better used in stationary sites, mobile vehicles or a hybrid mix, with an analytical benchmark showing the second scenario’s response-distance measure is no greater than the first.
A numerical study reports that a hybrid solver can reproduce a full finite-element solution exactly in selected cases, but its accuracy depends sharply on how its reduced model is built and which load it sees.
An arXiv preprint reports that an extended wave-particle method matched DSMC in cylinder and shock simulations, while its chemical and multispecies scope remains limited.
A mathematical methods paper reports conditional fast-convergence guarantees for an inertial primal-dual system and its discrete algorithm, while experiments on logistic regression and least squares favor the proposed method in the tested setups.
A new adaptive method for nonconvex constrained optimization adjusts its penalty and stochastic inner solves, with theory and tests pointing to gains that remain conditional on the study's assumptions and setup.
Simulations and phantom tests suggest a fixed microwave band can register dielectric loading, while anatomy and antenna placement shape the size of the signal.
A multiscale model guided a virtual screen that yielded seven HPK1 compounds above the study’s activity threshold, including one with a reported 0.41 nM IC50, while broader screening results were mixed.
Advanced science (Weinheim, Baden-Wurttemberg, Germany)5 min read
A shallow recurrent decoder reconstructed simulated three-dimensional liquid-metal flow fields from sparse, noisy temperature measurements, producing estimates in less than a second after training. Errors were generally low, but some high-field cases produced larger pressure and velocity errors, and the test was limited to a simplified computational model.
A numerical study reports that a two-channel finite-element domain-decomposition method needed far fewer GMRES iterations than a Robin baseline across several electromagnetic models while preserving the tested solution accuracy.
A tabular foundation model called TFM4POP reportedly beat the tested baselines at forecasting future growth in social-media cascades. The results come from an arXiv preprint and do not show that the model changes how information spreads.
A preprint examines whether AI agents can reach practical agreement before exhausting their computational budget. An illustrative five-agent simulation and live deployments using three named models put adaptive communication between ring-only and complete-only strategies, while a tight-budget run failed and one live run showed disagreement rising.
A computational preprint reports a modeled capital cost of USD 727 million for an optimized 1,000 MW, 12-hour pumped-storage layout, compared with USD 774 million for an initial heuristic design; the evidence is limited to a Rio de Janeiro pre-feasibility case.
In a simulation of a 4,000-vehicle virtual power plant, the proposed I=2 model's normalized error was 7.5% in the coupled test, versus 13.6% for outer approximation.
A topology-aware control framework treats global circulation and magnetic flux as explicit states, showing that actuator rank can leave some topological modes unreachable.
The RWA-PoB prototype linked institutional signatures, backing thresholds and redemption liquidity to token issuance and settlement, but its tests did not verify the truth or completeness of off-chain assets.
A preprint reports a full endpoint match and lower accumulated costs for an interaction-aware controller in Cucker-Smale simulations, while a Morse example produced a mixed cost ranking.
A mathematical preprint proposes an accelerated gradient-flow system that uses gradient history and coordinatewise feedback to control convergence and select among multiple minimizers.
In numerical tests on known reaction networks, a data-trained propagator retained important SSA statistics while using substantially fewer simulation steps than SSA and adaptive tau-leaping.
A modeling study proposes a global, six-zone climate classification for photovoltaic modules by combining simulated annual energy yield with simulated module lifetime. It finds different top-ranked climate inputs for the two outcomes, while small changes to feature-importance scores can alter the cluster structure.
Across 46 mostly rural communities in 28 countries, wealthier sharing units generally had more support ties and connections to relatively wealthier units. Communities with greater wealth inequality also showed more separation between wealth groups in their networks, but the cross-sectional evidence cannot establish cause and effect.
A new traffic-forecasting model reported the lowest errors in tests with complete data and remained first when 80% of entries were randomly masked. It also ran faster than the compared methods, though the evidence comes from two datasets and incomplete-input comparisons covered only methods that could process missing data.
A 2026 arXiv preprint reports lower time per iteration for HSLM in three synthetic neural-network comparisons, alongside similar final training errors and conditional convergence results.
A methods preprint reports nearly constant MINRES counts in a 3D HKNZ test, fewer AMG than ILU iterations in a 3D GLSS test, and failure without preconditioning in a nonsmooth run.