IGNITE Tokamak World Model Architecture

arXiv:2610.02515 · physics.plasm-ph, cs.AI, cs.LG · Submitted 2026-10-01 · Read on arXiv

physics.plasm-ph, cs.AI, cs.LG

Submitted: 2026-10-01

Updated: 2026-10-01

Code: https://github.com/PlasmaControl/FusionAIHub

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• World Model — 1× in this paper · explained in 7 episodes

Sources

• Genie: Generative Interactive Environments
• Spectral Codecs: Improving Non-Autoregressive Speech Synthesis with Spectrogram-Based Audio Codecs
• TokaMind: A Multi-Modal Transformer Foundation Model for Tokamak Plasma Dynamics
• PanoMHD: Multimodal Modelling of Plasma Dynamics towards Tokamak Control
• Spatial-Temporal Transformer Networks for Traffic Flow Forecasting
• Cosmos World Foundation Model Platform for Physical AI
• LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels

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