Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Stochastic Damped L-BFGS with Controlled Norm of the Hessian Approximation

Dec 10, 2020
Sanae Lotfi, Tiphaine Bonniot de Ruisselet, Dominique Orban, Andrea Lodi

* 14 pages, 4 figures 

  Access Paper or Ask Questions

Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers

Nov 24, 2020
Antoine Prouvost, Justin Dumouchelle, Lara Scavuzzo, Maxime Gasse, Didier Chételat, Andrea Lodi

* Published at the 1st Workshop on Learning Meets Combinatorial Algorithms @ NeurIPS 2020, Vancouver, Canada 

  Access Paper or Ask Questions

Change Point Detection by Cross-Entropy Maximization

Sep 02, 2020
Aurélien Serre, Didier Chételat, Andrea Lodi

* Preprint 

  Access Paper or Ask Questions

Hybrid Models for Learning to Branch

Jun 26, 2020
Prateek Gupta, Maxime Gasse, Elias B. Khalil, M. Pawan Kumar, Andrea Lodi, Yoshua Bengio

* Preprint. Under review 

  Access Paper or Ask Questions

Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies

Feb 12, 2020
Giulia Zarpellon, Jason Jo, Andrea Lodi, Yoshua Bengio


  Access Paper or Ask Questions

A learning-based algorithm to quickly compute good primal solutions for Stochastic Integer Programs

Dec 17, 2019
Yoshua Bengio, Emma Frejinger, Andrea Lodi, Rahul Patel, Sriram Sankaranarayanan


  Access Paper or Ask Questions

JANOS: An Integrated Predictive and Prescriptive Modeling Framework

Nov 21, 2019
David Bergman, Teng Huang, Philip Brooks, Andrea Lodi, Arvind U. Raghunathan

* 12 pages, 3 figures 

  Access Paper or Ask Questions

Learning chordal extensions

Oct 16, 2019
Defeng Liu, Andrea Lodi, Mathieu Tanneau

* Submitted to Journal of Global Optimization 

  Access Paper or Ask Questions

Learning to Handle Parameter Perturbations in Combinatorial Optimization: an Application to Facility Location

Jul 12, 2019
Andrea Lodi, Luca Mossina, Emmanuel Rachelson


  Access Paper or Ask Questions

Exact Combinatorial Optimization with Graph Convolutional Neural Networks

Jun 07, 2019
Maxime Gasse, Didier Chételat, Nicola Ferroni, Laurent Charlin, Andrea Lodi


  Access Paper or Ask Questions

Activation Adaptation in Neural Networks

Jan 28, 2019
Farnoush Farhadi, Vahid Partovi Nia, Andrea Lodi


  Access Paper or Ask Questions

Predicting Tactical Solutions to Operational Planning Problems under Imperfect Information

Jan 22, 2019
Eric Larsen, Sébastien Lachapelle, Yoshua Bengio, Emma Frejinger, Simon Lacoste-Julien, Andrea Lodi

* arXiv admin note: substantial text overlap with arXiv:1807.11876 

  Access Paper or Ask Questions

Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon

Nov 15, 2018
Yoshua Bengio, Andrea Lodi, Antoine Prouvost


  Access Paper or Ask Questions

Predicting Solution Summaries to Integer Linear Programs under Imperfect Information with Machine Learning

Sep 12, 2018
Eric Larsen, Sébastien Lachapelle, Yoshua Bengio, Emma Frejinger, Simon Lacoste-Julien, Andrea Lodi


  Access Paper or Ask Questions

Learning to rank for censored survival data

Jun 08, 2018
Margaux Luck, Tristan Sylvain, Joseph Paul Cohen, Heloise Cardinal, Andrea Lodi, Yoshua Bengio


  Access Paper or Ask Questions

An ILP Solver for Multi-label MRFs with Connectivity Constraints

Mar 20, 2018
Ruobing Shen, Eric Kendinibilir, Ismail Ben Ayed, Andrea Lodi, Andrea Tramontani, Gerhard Reinelt

* 19 pages 

  Access Paper or Ask Questions

Deep Learning for Patient-Specific Kidney Graft Survival Analysis

May 29, 2017
Margaux Luck, Tristan Sylvain, Héloïse Cardinal, Andrea Lodi, Yoshua Bengio


  Access Paper or Ask Questions