Search Results for author: Alexey Radul

Found 7 papers, 3 papers with code

Decomposing reverse-mode automatic differentiation

no code implementations20 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.

Automatically Batching Control-Intensive Programs for Modern Accelerators

no code implementations23 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.

Simple, Distributed, and Accelerated Probabilistic Programming

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.

Probabilistic Programming

Probabilistic programs for inferring the goals of autonomous agents

1 code implementation17 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.

Probabilistic Programming with Gaussian Process Memoization

no code implementations17 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.

Bayesian Optimization Gaussian Processes +4

Jewish Problems

1 code implementation7 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

Cannot find the paper you are looking for? You can Submit a new open access paper.