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Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

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References

2010Distributionally Robust Optimization Under Moment Uncertainty with Application to Data-Driven Problems1,910 cited
2003Optimization under uncertainty: state-of-the-art and opportunities1,180 cited
2021Smart “Predict, then Optimize”829 cited
2019From Predictive to Prescriptive Analytics781 cited
2006Portfolio Selection with Parameter and Model Uncertainty: A Multi-Prior Approach690 cited
2018Fairness of Exposure in Rankings607 cited
2003Stochastic Programming Models453 cited
2014Multistage Stochastic Optimization260 cited
2017Task-based End-to-end Model Learning in Stochastic Optimization202 cited
2024A survey of contextual optimization methods for decision-making under uncertainty165 cited

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2025The 15-minute city concept: An operations research perspective and a research agenda7 cited
2024Unlocking efficiency: End-to-end optimization learning for recurrent facility operational planning5 cited

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