MIPaaL: Mixed Integer Program as a Layer

v1v2 (latest)

MIPaaL: Mixed Integer Program as a Layer

12 July 2019

ArXiv (abs)PDF HTML

Papers citing "MIPaaL: Mixed Integer Program as a Layer"

18 / 18 papers shown

Title
A fast algorithm to minimize prediction loss of the optimal solution in inverse optimization problem of MILP Akira Kitaoka 75 0 0 23 May 2024
Learning the Travelling Salesperson Problem Requires Rethinking Generalization Chaitanya K. Joshi Quentin Cappart Louis-Martin Rousseau T. Laurent 183 119 0 12 Jun 2020
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver Po-Wei Wang P. Donti Bryan Wilder Zico Kolter LRM NAI 78 262 0 29 May 2019
End-to-End Game-Focused Learning of Adversary Behavior in Security Games Andrew Perrault Bryan Wilder Eric Ewing Aditya Mate B. Dilkina Milind Tambe AAML 365 10 0 03 Mar 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 155 1,389 0 15 Nov 2018
Deep Reinforcement Learning for Green Security Games with Real-Time Information Yufei Wang Zheyuan Ryan Shi Lantao Yu Yi Wu Rohit Singh Lucas Joppa Fei Fang 48 73 0 06 Nov 2018
Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization Bryan Wilder B. Dilkina Milind Tambe OffRL AI4CE 68 300 0 14 Sep 2018
What game are we playing? End-to-end learning in normal and extensive form games Chun Kai Ling Fei Fang J. Zico Kolter 98 84 0 07 May 2018
Learning to Branch Maria-Florina Balcan Travis Dick Tuomas Sandholm Ellen Vitercik 70 174 0 27 Mar 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 120 1,214 0 22 Mar 2018
Reinforcement Learning for Solving the Vehicle Routing Problem M. Nazari Afshin Oroojlooy L. Snyder Martin Takáč 88 904 0 12 Feb 2018
Smart "Predict, then Optimize" Adam N. Elmachtoub Paul Grigas 67 597 0 22 Oct 2017
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 111 1,469 0 05 Apr 2017
OptNet: Differentiable Optimization as a Layer in Neural Networks Brandon Amos J. Zico Kolter 163 963 0 01 Mar 2017
Position-Indexed Formulations for Kidney Exchange John P. Dickerson D. Manlove B. Plaut Tuomas Sandholm James Trimble 42 85 0 06 Jun 2016
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 121 3,055 0 09 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,305 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.