This repository is the the implementation of the JAIR paper: https://doi.org/10.1613/jair.1.15320. This repository provides the codebase for benchmarking Predict-then-Optimize (PtO) problems using Decision-Focused Learning (DFL) approaches.
☆74Mar 11, 2025Updated last year
Alternatives and similar repositories for predopt-benchmarks
Users that are interested in predopt-benchmarks are comparing it to the libraries listed below
Sorting:
- ☆27Dec 14, 2023Updated 2 years ago
- Implementation of "Interior Point Solving for LP-based prediction+optimisation" paper in Neurips 2020.☆21May 16, 2024Updated last year
- This is the dataset for the paper entitled "Feature-Driven Economic Improvement for Network-Constrained Unit Commitment: A Closed-Loop Pr…☆34Jul 15, 2025Updated 8 months ago
- Code the AAAI 2019 paper "Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization"☆34Feb 12, 2021Updated 5 years ago
- ☆18Feb 7, 2021Updated 5 years ago
- Code for "Decision-Focused Learning without Differentiable Optimization: Learning Locally Optimized Decision Losses"☆32Mar 18, 2024Updated 2 years ago
- Benchmark problems for decision-focused learning☆15Mar 13, 2026Updated last week
- PyTorch utilities for Optimal Power Flow☆28Mar 17, 2025Updated last year
- Code of the paper: Stochastic AC Optimal Power Flow: A Data-Driven Approach☆19Mar 27, 2020Updated 5 years ago
- A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming☆645Feb 24, 2026Updated 3 weeks ago
- ☆11Apr 20, 2020Updated 5 years ago
- This repository contains the code for paper Li, Ran, et al. "Decision-oriented learning for future power system decision-making under unc…☆23Apr 13, 2025Updated 11 months ago
- ☆14Jan 24, 2020Updated 6 years ago
- ☆34Oct 16, 2020Updated 5 years ago
- End-to-end distributionally robust optimization☆38Apr 15, 2023Updated 2 years ago
- The Code for Homeomorphic Projection☆13Sep 21, 2023Updated 2 years ago
- This repo contains data and code for Task-Aware Machine Unlearning with Application to Load Forecasting.☆13Mar 14, 2024Updated 2 years ago
- ☆20Jun 11, 2025Updated 9 months ago
- Cone program refinement☆10Mar 6, 2020Updated 6 years ago
- Code release for AAAI 2020 paper "Smart Predict-and-Optimize for Hard Combinatorial Optimization Problems"☆39Jun 27, 2024Updated last year
- ☆30Mar 13, 2024Updated 2 years ago
- A cpmpy-based library for constraint acquisition.☆21Sep 25, 2025Updated 5 months ago
- Parallel Multi-Block ADMM with o(1/k) Convergence☆16Nov 21, 2015Updated 10 years ago
- Source code for the Paper: CombOptNet: Fit the Right NP-Hard Problem by Learning Integer Programming Constraints}☆74Apr 28, 2022Updated 3 years ago
- ConvertChanceConstraint (ccc): a Matlab toolbox for Chance-constrained Optimization☆58Aug 9, 2019Updated 6 years ago
- Final project of Convex Optimization II to solve AC Optimal Power Flow with convex relaxations☆34Dec 27, 2021Updated 4 years ago
- Code for our paper Demand Response Model Identification and Behavior Forecast with OptNet: a Gradient-based Approach.☆11Jul 7, 2022Updated 3 years ago
- Privacy-preserving optimal power flow problem for distribution grids☆14Sep 3, 2022Updated 3 years ago
- Multi-task end-to-end predict-then-optimize☆14Apr 28, 2023Updated 2 years ago
- A scheduler to manage a multi tool dual arm robot while avoiding arm-to-arm collisions; considering complex side constraints; and optimiz…☆11Jul 6, 2021Updated 4 years ago
- Master Thesis: Optimal Power Flow in Power Systems using Graph Neural Networks☆22Jan 30, 2024Updated 2 years ago
- Mathematical Programming in JAX☆147Jun 2, 2025Updated 9 months ago
- This repository contains the experiments related to a new and accurate tree-based global forecasting algorithm named, SETAR-Tree.☆23Jun 4, 2023Updated 2 years ago
- ☆14May 19, 2023Updated 2 years ago
- SDP solver of Optimal Power Flow☆14Feb 25, 2020Updated 6 years ago
- Repo for ICML'23 paper SurCo Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems☆19Jul 11, 2023Updated 2 years ago
- A Julia package for differentiating through expectations with Monte-Carlo estimates☆16Nov 25, 2024Updated last year
- Representing CP problems as graphs☆20Dec 18, 2024Updated last year
- Julia implementation of (resource) Constrained Shortest Path algorithms☆14Jan 12, 2026Updated 2 months ago