AIBullisharXiv – CS AI · Jun 237/10
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GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations
Researchers introduce GyroSwin, a neural surrogate model that simulates 5D gyrokinetic plasma turbulence with 1000x computational efficiency while capturing nonlinear physics effects. This breakthrough combines hierarchical Vision Transformers with cross-attention mechanisms to predict turbulent heat transport more accurately than traditional reduced-order models, advancing nuclear fusion energy research.