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.
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Compiler-based Differentiable Programming for Accelerated Simulations

5th Annual Meeting of the SIAM Texas-Louisiana Section
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Differentiable Computational Fluid Dynamics as a Layer

SIAM Mathematics of Data Science 2022 (MDS22)
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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
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Automated Batching and Differentiation of Scalar Code in Enzyme

European LLVM Developers' Meeting
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An Introduction to Enzyme

Origins Data Science Laboratory, Max Planck Society
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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.
1 min read