BWhat changed
Extended hierarchical Swin models to5D distribution functions using cross-dimensional attention/integration and channelwise mode separation, jointly predicting distributions, potentials and heat flux.
Scientific scope
Extended hierarchical Swin models to5D distribution functions using cross-dimensional attention/integration and channelwise mode separation, jointly predicting distributions, potentials and heat flux. Inherits Swin and numerical gyrokinetic data; the tested model uses the adiabatic-electron approximation. Finite heat-flux/spectral tests and hardware-relative speedups do not establish complete electron-ion dynamics, universal conservation, arbitrary long-time stability or fusion-reactor performance.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits Swin and numerical gyrokinetic data; the tested model uses the adiabatic-electron approximation. Finite heat-flux/spectral tests and hardware-relative speedups do not establish complete electron-ion dynamics, universal conservation, arbitrary long-time stability or fusion-reactor performance.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
- Mistral research publications index
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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