Enzyme

LFortran and Enzyme enable automatic differentiation of legacy Fortran, C, and C++ simulation code by applying autodiff at the LLVM IR level, allowing exact gradients to be extracted without rewriting…

PyTorch, JAX, and compiler-level tools like Enzyme use three different representations for automatic differentiation—runtime tape, functional trace-and-transform, and source (IR) transformation—each w…

Databricks will present its work on Spark Declarative Pipelines at SIGMOD 2026, where the paper has received an honorable mention award. The company's Enzyme system introduces innovations in increment…