Learning Combinatorial Optimization Algorithms over Graphs

Learning Combinatorial Optimization Algorithms over Graphs

5 April 2017

Elias Boutros Khalil

Papers citing "Learning Combinatorial Optimization Algorithms over Graphs"

17 / 267 papers shown

Title
Combinatorial Attacks on Binarized Neural Networks Elias Boutros Khalil Amrita Gupta B. Dilkina AAML 49 40 0 08 Oct 2018
Learning Scheduling Algorithms for Data Processing Clusters Hongzi Mao Malte Schwarzkopf S. Venkatakrishnan Zili Meng Mohammad Alizadeh OffRL 20 638 0 03 Oct 2018
Learning to Perform Local Rewriting for Combinatorial Optimization Xinyun Chen Yuandong Tian NAI OffRL 48 338 0 30 Sep 2018
Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning Quentin Cappart Emmanuel Goutierre David Bergman Louis-Martin Rousseau AI4CE 26 55 0 10 Sep 2018
LS-Net: Learning to Solve Nonlinear Least Squares for Monocular Stereo R. Clark Michael Bloesch J. Czarnowski Stefan Leutenegger Andrew J. Davison 14 80 0 09 Sep 2018
Learning Heuristics for Quantified Boolean Formulas through Deep Reinforcement Learning Gil Lederman M. Rabe Edward A. Lee S. Seshia 13 38 0 20 Jul 2018
Relational Deep Reinforcement Learning V. Zambaldi David Raposo Adam Santoro V. Bapst Yujia Li ... Victoria Langston Razvan Pascanu M. Botvinick Oriol Vinyals Peter W. Battaglia OffRL 24 219 0 05 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 121 3,087 0 04 Jun 2018
Relational inductive bias for physical construction in humans and machines Jessica B. Hamrick Kelsey R. Allen V. Bapst Tina Zhu Kevin R. McKee J. Tenenbaum Peter W. Battaglia 39 110 0 04 Jun 2018
Learning to Branch Maria-Florina Balcan Travis Dick T. Sandholm Ellen Vitercik 11 169 0 27 Mar 2018
Learning the Multiple Traveling Salesmen Problem with Permutation Invariant Pooling Networks Yoav Kaempfer Lior Wolf 27 71 0 26 Mar 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 28 1,180 0 22 Mar 2018
Machine Learning Methods for Data Association in Multi-Object Tracking Patrick Emami P. Pardalos L. Elefteriadou Sanjay Ranka VOT 27 40 0 19 Feb 2018
Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction Roei Herzig Moshiko Raboh Gal Chechik Jonathan Berant Amir Globerson GNN OCL 32 133 0 15 Feb 2018
Reinforcement Learning for Solving the Vehicle Routing Problem M. Nazari Afshin Oroojlooy L. Snyder Martin Takáč 44 877 0 12 Feb 2018
Learning Generalized Reactive Policies using Deep Neural Networks E. Groshev Maxwell Goldstein Aviv Tamar Siddharth Srivastava Pieter Abbeel 11 119 0 24 Aug 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 104 1,505 0 25 Jan 2017