| @inproceedings{NEURIPS2020_9332c513, | |
| author = {Moses, William and Churavy, Valentin}, | |
| booktitle = {Advances in Neural Information Processing Systems}, | |
| editor = {H. Larochelle and M. Ranzato and R. Hadsell and M. F. Balcan and H. Lin}, | |
| pages = {12472--12485}, | |
| publisher = {Curran Associates, Inc.}, | |
| title = {Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients}, | |
| url = {https://proceedings.neurips.cc/paper/2020/file/9332c513ef44b682e9347822c2e457ac-Paper.pdf}, | |
| volume = {33}, | |
| year = {2020} | |
| } | |
| @inproceedings{10.1145/3458817.3476165, | |
| author = {Moses, William S. and Churavy, Valentin and Paehler, Ludger and H\"{u}ckelheim, Jan and Narayanan, Sri Hari Krishna and Schanen, Michel and Doerfert, Johannes}, | |
| title = {Reverse-Mode Automatic Differentiation and Optimization of GPU Kernels via Enzyme}, | |
| year = {2021}, | |
| isbn = {9781450384421}, | |
| publisher = {Association for Computing Machinery}, | |
| address = {New York, NY, USA}, | |
| url = {https://doi.org/10.1145/3458817.3476165}, | |
| doi = {10.1145/3458817.3476165}, | |
| booktitle = {Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis}, | |
| articleno = {61}, | |
| numpages = {16}, | |
| keywords = {CUDA, LLVM, ROCm, HPC, AD, GPU, automatic differentiation}, | |
| location = {St. Louis, Missouri}, | |
| series = {SC '21} | |
| } | |
| @inproceedings{10.5555/3571885.3571964, | |
| author = {Moses, William S. and Narayanan, Sri Hari Krishna and Paehler, Ludger and Churavy, Valentin and Schanen, Michel and H\"{u}ckelheim, Jan and Doerfert, Johannes and Hovland, Paul}, | |
| title = {Scalable Automatic Differentiation of Multiple Parallel Paradigms through Compiler Augmentation}, | |
| year = {2022}, | |
| isbn = {9784665454445}, | |
| publisher = {IEEE Press}, | |
| booktitle = {Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis}, | |
| articleno = {60}, | |
| numpages = {18}, | |
| keywords = {automatic differentiation, tasks, OpenMP, compiler, Julia, parallel, Enzyme, C++, RAJA, hybrid parallelization, MPI, distributed, LLVM}, | |
| location = {Dallas, Texas}, | |
| series = {SC '22} | |
| } |