differentiable programming

Scalable Automatic Differentiation of Multiple Parallel Paradigms through Compiler Augmentation

Composable automatic differentiation of parallel programming paradigms at the compiler level. Published at SC'22.

Compiler-based Differentiable Programming for Accelerated Simulations

5th Annual Meeting of the SIAM Texas-Louisiana Section

Differentiable Computational Fluid Dynamics as a Layer

SIAM Mathematics of Data Science 2022 (MDS22)

Enzyme - High-Performance Automatic Differentiation of LLVM

LLVM-CTH - The Third Workshop on LLVM Compiler and Tools for HPC held in conjunction with ISC-HPC

Automated Batching and Differentiation of Scalar Code in Enzyme

European LLVM Developers' Meeting

An Introduction to Enzyme

Origins Data Science Laboratory, Max Planck Society

How to Use Enzyme to Automatically Differentiate Any LLVM-based Language for CPU, GPU, and More

LLVM Developers' Meeting

Reverse-Mode Automatic Differentiation and Optimization of GPU Kernels via Enzyme

First general automatic differentiation of CUDA & ROCm kernels on the LLVM-level. Published at SC'21.