PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for
Linear and Integer Programming

v1v2 (latest)

PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming

Mathematical Programming Computation (MPC), 2022

28 June 2022

Elias Boutros Khalil

ArXiv (abs)PDF HTML Github (533★)

Papers citing "PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming"

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Title
Decision-Focused Learning Enhanced by Automated Feature Engineering for Energy Storage Optimisation Nasser Alkhulaifi Ismail Gokay Dogan Timothy Cargan Alexander L. Bowler Direnc Pekaslan Nicholas J. Watson I. Triguero 100 0 0 06 Sep 2025
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints H. Im Wyame Benslimane Paul Grigas 152 0 0 28 May 2025
The Differentiable Feasibility PumpConference on Integer Programming and Combinatorial Optimization (IPCO), 2024 M. Cacciola Alexandre Forel A. Frangioni Andrea Lodi 271 0 0 05 Nov 2024
Decision-Focused Evaluation of Worst-Case Distribution Shift Kevin Ren Yewon Byun Bryan Wilder OffRL 226 3 0 04 Jul 2024
First-Order Methods for Linearly Constrained Bilevel Optimization Guy Kornowski Swati Padmanabhan Kai Wang Zhe Zhang S. Sra 365 10 0 18 Jun 2024
DataSP: A Differential All-to-All Shortest Path Algorithm for Learning Costs and Predicting Paths with Context Alan A. Lahoud Erik Schaffernicht J. A. Stork 117 5 0 08 May 2024
Decision-focused predictions via pessimistic bilevel optimization: a computational study Víctor Bucarey Sophia Calderón Gonzalo Munoz Frédéric Semet 159 0 0 29 Dec 2023
CaVE: A Cone-Aligned Approach for Fast Predict-then-optimize with Binary Linear ProgramsIntegration of AI and OR Techniques in Constraint Programming (CPAIOR), 2023 Bo Tang Elias Boutros Khalil 207 5 0 12 Dec 2023
Robust Losses for Decision-Focused LearningInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Noah Schutte Krzysztof Postek Neil Yorke-Smith 244 5 0 06 Oct 2023
Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future OpportunitiesJournal of Artificial Intelligence Research (JAIR), 2023 Jayanta Mandi James Kotary Senne Berden Maxime Mulamba Víctor Bucarey Tias Guns Ferdinando Fioretto AI4CE 368 124 0 25 Jul 2023
Landscape Surrogate: Learning Decision Losses for Mathematical Optimization Under Partial InformationNeural Information Processing Systems (NeurIPS), 2023 Arman Zharmagambetov Brandon Amos Aaron Ferber Taoan Huang B. Dilkina Yuandong Tian AI4CE 221 19 0 18 Jul 2023
A Survey of Contextual Optimization Methods for Decision Making under UncertaintyEuropean Journal of Operational Research (EJOR), 2023 Utsav Sadana A. Chenreddy Erick Delage Alexandre Forel Emma Frejinger Thibaut Vidal AI4CE 290 143 0 17 Jun 2023
Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective Adam N. Elmachtoub Henry Lam Haofeng Zhang Yunfan Zhao 381 10 0 13 Apr 2023
Towards Improving Unit Commitment Economics: An Add-On Tailor for Renewable Energy and Reserve PredictionsIEEE Transactions on Sustainable Energy (IEEE Trans. Sustain. Energy), 2022 Xianbang Chen Yikui Liu Lei Wu 206 19 0 27 Aug 2022
Learning with Combinatorial Optimization Layers: a Probabilistic Approach Guillaume Dalle Léo Baty Louis Bouvier Axel Parmentier AI4CE 245 42 0 27 Jul 2022