diff --git a/README.md b/README.md new file mode 100644 index 0000000..04db532 --- /dev/null +++ b/README.md @@ -0,0 +1,30 @@ +[[Project Page](https://ml-jku.github.io/UPT)] + + +**U**niversal **P**hysics **T**ransformers (UPTs) are a novel learning paradigm that can model a wide range of +spatio-temporal problems - both for Lagrangian and Eulerian discretization schemes. + + +

+mimrefiner_schematic +

+ + +UPTs can model transient flow simulations (Eulerian discretization scheme) as indicated by test loss and rollout performance (measured via correlation time): + +

+maect_schematic +lowshot_vitl +

+ + +

+mimrefiner_schematic +

+ + +and also the flow-field of particle based simulations (Lagrangian discretization scheme): + +

+mimrefiner_schematic +

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