no code implementations • 28 Mar 2022 • Kevin Osanlou, Jeremy Frank, Andrei Bursuc, Tristan Cazenave, Eric Jacopin, Christophe Guettier, J. Benton
Moreover, we leverage a graph neural network as a heuristic for tree search guidance.
no code implementations • 2 Aug 2021 • Kevin Osanlou, Jeremy Frank, J. Benton, Andrei Bursuc, Christophe Guettier, Eric Jacopin, Tristan Cazenave
Scheduling in the presence of uncertainty is an area of interest in artificial intelligence due to the large number of applications.
no code implementations • 15 Sep 2020 • Rashied Amini, Abigail Azari, Shyam Bhaskaran, Patricia Beauchamp, Julie Castillo-Rogez, Rebecca Castano, Seung Chung, John Day, Richard Doyle, Martin Feather, Lorraine Fesq, Jeremy Frank, P. Michael Furlong, Michel Ingham, Brian Kennedy, Ksenia Kolcio, Issa Nesnas, Robert Rasmussen, Glenn Reeves, Cristina Sorice, Bethany Theiling, Jay Wyatt
A close partnership between people and partially autonomous machines has enabled decades of space exploration.
no code implementations • 23 Feb 2020 • Minh Do, Zhihui Wang, Bryan O'Gorman, Davide Venturelli, Eleanor Rieffel, Jeremy Frank
Previous work demonstrated that temporal planning is an attractive approach for part of this compilationtask, specifically, the routing of circuits that implement the Quantum Alternating Operator Ansatz (QAOA) applied to the MaxCut problem on a quantum processor architecture.
no code implementations • 19 Mar 2018 • Kyle E. C. Booth, Minh Do, J. Christopher Beck, Eleanor Rieffel, Davide Venturelli, Jeremy Frank
Our hybrid methods use solutions found by temporal planning to warm start CP, leveraging the ability of the former to find satisficing solutions to problems with a high degree of task optionality, an area that CP typically struggles with.
no code implementations • 24 May 2017 • Davide Venturelli, Minh Do, Eleanor Rieffel, Jeremy Frank
We investigate the application of temporal planners to the problem of compiling quantum circuits to newly emerging quantum hardware.