no code implementations • 20 May 2021 • Roy Frostig, Matthew J. Johnson, Dougal Maclaurin, Adam Paszke, Alexey Radul
We decompose reverse-mode automatic differentiation into (forward-mode) linearization followed by transposition.
no code implementations • 23 Oct 2019 • Alexey Radul, Brian Patton, Dougal Maclaurin, Matthew D. Hoffman, Rif A. Saurous
We present a general approach to batching arbitrary computations for accelerators such as GPUs.
1 code implementation • NeurIPS 2018 • Dustin Tran, Matthew Hoffman, Dave Moore, Christopher Suter, Srinivas Vasudevan, Alexey Radul, Matthew Johnson, Rif A. Saurous
For both a state-of-the-art VAE on 64x64 ImageNet and Image Transformer on 256x256 CelebA-HQ, our approach achieves an optimal linear speedup from 1 to 256 TPUv2 chips.
1 code implementation • 17 Apr 2017 • Marco F. Cusumano-Towner, Alexey Radul, David Wingate, Vikash K. Mansinghka
Intelligent systems sometimes need to infer the probable goals of people, cars, and robots, based on partial observations of their motion.
no code implementations • 21 Nov 2016 • Ulrich Schaechtle, Feras Saad, Alexey Radul, Vikash Mansinghka
There is a widespread need for techniques that can discover structure from time series data.
no code implementations • 17 Dec 2015 • Ulrich Schaechtle, Ben Zinberg, Alexey Radul, Kostas Stathis, Vikash K. Mansinghka
Gaussian Processes (GPs) are widely used tools in statistics, machine learning, robotics, computer vision, and scientific computation.
1 code implementation • 7 Oct 2011 • Tanya Khovanova, Alexey Radul
This is a special collection of problems that were given to select applicants during oral entrance exams to the math department of Moscow State University.
History and Overview