Mesh-Native Tokenisation: Retrofitting Foundation Models to Unstructured Data

arXiv:2610.12618 · cs.CE, cs.AI, cs.NA, math.NA · Submitted 2026-10-08 · Read on arXiv

cs.CE, cs.AI, cs.NA, math.NA

Submitted: 2026-10-08

Updated: 2026-10-08

Terminology

• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes

Sources

• cuDNN: Efficient Primitives for Deep Learning
• Physics-informed reduced-order modelling with equivariant spectral submanifolds
• Learning Mesh-Based Simulation with Graph Networks
• CTF4Nuclear: Common Task Framework for Nuclear Fission and Fusion Models
• RoFormer: Enhanced Transformer with Rotary Position Embedding

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