Abstract: Deep learning models employing the Transformer architecture have demonstrated exceptional performance in the field of multivariate time series ... which employs a Differential Transformer to ...

Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential ...

physics_informed_neural_network/ ├── app/ # FastAPI application │ ├── __init__.py │ ├── api/ # API endpoints │ │ ├── __init__.py ...