Static and Dynamical, Fractional Uncertainty Principles

no code implementations • 5 Mar 2021 • Sandeep Kumar, Felipe Ponce-Vanegas, Luis Vega

We study the process of dispersion of low-regularity solutions to the Schr\"odinger equation using fractional weights (observables).

Analysis of PDEs 35J10, 35B99

Relay: A High-Level Compiler for Deep Learning

no code implementations • 17 Apr 2019 • Jared Roesch, Steven Lyubomirsky, Marisa Kirisame, Logan Weber, Josh Pollock, Luis Vega, Ziheng Jiang, Tianqi Chen, Thierry Moreau, Zachary Tatlock

Using these extension mechanisms, Relay supports a unified compiler that can target a variety of hardware platforms.

Vocal Bursts Intensity Prediction

A Hardware-Software Blueprint for Flexible Deep Learning Specialization

no code implementations • 11 Jul 2018 • Thierry Moreau, Tianqi Chen, Luis Vega, Jared Roesch, Eddie Yan, Lianmin Zheng, Josh Fromm, Ziheng Jiang, Luis Ceze, Carlos Guestrin, Arvind Krishnamurthy

Specialized Deep Learning (DL) acceleration stacks, designed for a specific set of frameworks, model architectures, operators, and data types, offer the allure of high performance while sacrificing flexibility.

Code Generation Style Transfer