Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization

14 September 2018

Papers citing "Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization"

6 / 56 papers shown

Title
POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning Joseph D. Futoma M. C. Hughes Finale Doshi-Velez OffRL 21 49 0 13 Jan 2020
AI for Social Impact: Learning and Planning in the Data-to-Deployment Pipeline Andrew Perrault Fei Fang Arunesh Sinha Milind Tambe 20 14 0 16 Dec 2019
Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems Jaynta Mandi Emir Demirović Peter J. Stuckey Tias Guns 28 143 0 22 Nov 2019
Learning Probably Approximately Correct Maximin Strategies in Simulation-Based Games with Infinite Strategy Spaces A. Marchesi F. Trovò N. Gatti 13 18 0 18 Nov 2019
Differentiable Convex Optimization Layers Akshay Agrawal Brandon Amos Shane T. Barratt Stephen P. Boyd Steven Diamond Zico Kolter 50 640 0 28 Oct 2019
Tackling Climate Change with Machine Learning David Rolnick P. Donti L. Kaack K. Kochanski Alexandre Lacoste ... Demis Hassabis John C. Platt F. Creutzig J. Chayes Yoshua Bengio AI4Cl AI4CE 38 788 0 10 Jun 2019