What is recorded here?
Extended hierarchical Swin models to5D distribution functions using cross-dimensional attention/integration and channelwise mode separation, jointly predicting distributions, potentials and heat flux.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
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.
Read the original work
- GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
- Mistral research publications index
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
Optional · put your agent to work
Build on this exact record
Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.
Draft a question from this recordThe draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.
People and systems
Fabian Paischer; Gianluca Galletti; William Hornsby; Paul Setinek; Lorenzo Zanisi; Naomi Carey; Stanislas Pamela; Johannes Brandstetter
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.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
GyroSwin: five-dimensional gyrokinetic plasma surrogates
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
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.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Fabian Paischer; Gianluca Galletti; William Hornsby; Paul Setinek; Lorenzo Zanisi; Naomi Carey; Stanislas Pamela; Johannes Brandstetter
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.