Optimal training of integer-valued neural networks with mixed integer programming

8 September 2020

Papers citing "Optimal training of integer-valued neural networks with mixed integer programming"

6 / 6 papers shown

Title
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 104 36 0 29 Apr 2023
Partition-based formulations for mixed-integer optimization of trained ReLU neural networks Calvin Tsay Jan Kronqvist Alexander Thebelt Ruth Misener 29 70 0 08 Feb 2021
An Integer Programming Approach to Deep Neural Networks with Binary Activation Functions B. Bah Jannis Kurtz 13 8 0 07 Jul 2020
ReLU Networks as Surrogate Models in Mixed-Integer Linear Programs B. Grimstad H. Andersson 36 139 0 06 Jul 2019
Strong mixed-integer programming formulations for trained neural networks Ross Anderson Joey Huchette Christian Tjandraatmadja J. Vielma 110 254 0 20 Nov 2018
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 120 1,367 0 15 Nov 2018