{"total":87,"rows":[{"id":"2103.16378","title":"End-to-End Constrained Optimization Learning: A Survey","created":"2021-03-30","cited_by_count":157,"area":null},{"id":"2307.13565","title":"Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities","created":"2023-07-25","cited_by_count":130,"area":null},{"id":"2106.01798","title":"Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions","created":"2021-06-03","cited_by_count":98,"area":null},{"id":"2306.10374","title":"A Survey of Contextual Optimization Methods for Decision Making under Uncertainty","created":"2023-06-17","cited_by_count":82,"area":null},{"id":"2112.03609","title":"Decision-Focused Learning: Through the Lens of Learning to Rank","created":"2021-12-07","cited_by_count":62,"area":null},{"id":"2206.14234","title":"PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming","created":"2022-06-28","cited_by_count":32,"area":null},{"id":"2207.13513","title":"Learning with Combinatorial Optimization Layers: a Probabilistic Approach","created":"2022-07-27","cited_by_count":29,"area":null},{"id":"2110.12351","title":"Integrated Conditional Estimation-Optimization","created":"2021-10-24","cited_by_count":25,"area":null},{"id":"2210.01802","title":"Alternating Differentiation for Optimization Layers","created":"2022-10-03","cited_by_count":22,"area":null},{"id":"2106.02601","title":"Learning Hard Optimization Problems: A Data Generation Perspective","created":"2021-06-04","cited_by_count":21,"area":null},{"id":"2210.12547","title":"SurCo: Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems","created":"2022-10-22","cited_by_count":21,"area":null},{"id":"2110.06365","title":"Fast Approximations for Job Shop Scheduling: A Lagrangian Dual Deep Learning Method","created":"2021-10-12","cited_by_count":20,"area":null},{"id":"2304.06833","title":"Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective","created":"2023-04-13","cited_by_count":20,"area":null},{"id":"2112.07464","title":"Efficient differentiable quadratic programming layers: an ADMM approach","created":"2021-12-14","cited_by_count":19,"area":null},{"id":"2111.10723","title":"End-to-end Learning for Fair Ranking Systems","created":"2021-11-21","cited_by_count":18,"area":null},{"id":"2307.08964","title":"Landscape Surrogate: Learning Decision Losses for Mathematical Optimization Under Partial Information","created":"2023-07-18","cited_by_count":18,"area":null},{"id":"2403.04670","title":"End-to-end Conditional Robust Optimization","created":"2024-03-07","cited_by_count":17,"area":null},{"id":"2410.01767","title":"Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification","created":"2024-10-02","cited_by_count":13,"area":null},{"id":"2202.00916","title":"Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health","created":"2022-02-02","cited_by_count":12,"area":null},{"id":"2203.16067","title":"Decision-Focused Learning without Differentiable Optimization: Learning Locally Optimized Decision Losses","created":"2022-03-30","cited_by_count":12,"area":null},{"id":"2209.04862","title":"Adaptive Perturbation-Based Gradient Estimation for Discrete Latent Variable Models","created":"2022-09-11","cited_by_count":12,"area":null},{"id":"2102.07456","title":"Neuro-algorithmic Policies enable Fast Combinatorial Generalization","created":"2021-02-15","cited_by_count":11,"area":null},{"id":"2103.17232","title":"Neuro-Symbolic Constraint Programming for Structured Prediction","created":"2021-03-31","cited_by_count":11,"area":null},{"id":"2307.05213","title":"Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning","created":"2023-07-11","cited_by_count":11,"area":null},{"id":"2312.05250","title":"TaskMet: Task-Driven Metric Learning for Model Learning","created":"2023-12-08","cited_by_count":11,"area":null},{"id":"2401.03244","title":"Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process","created":"2024-01-06","cited_by_count":11,"area":null},{"id":"2411.19285","title":"BPQP: A Differentiable Convex Optimization Framework for Efficient End-to-End Learning","created":"2024-11-28","cited_by_count":10,"area":null},{"id":"2503.00626","title":"Dissecting the Impact of Model Misspecification in Data-driven Optimization","created":"2025-03-01","cited_by_count":10,"area":null},{"id":"2407.13664","title":"Decision Focused Causal Learning for Direct Counterfactual Marketing Optimization","created":"2024-07-18","cited_by_count":9,"area":null},{"id":"2505.22224","title":"Solver-Free Decision-Focused Learning for Linear Optimization Problems","created":"2025-05-28","cited_by_count":9,"area":null},{"id":"2311.07633","title":"Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime","created":"2023-11-13","cited_by_count":8,"area":null},{"id":"2312.07718","title":"CaVE: A Cone-Aligned Approach for Fast Predict-then-optimize with Binary Linear Programs","created":"2023-12-12","cited_by_count":8,"area":null},{"id":"2301.10074","title":"Explainable Data-Driven Optimization: From Context to Decision and Back Again","created":"2023-01-24","cited_by_count":7,"area":null},{"id":"2305.00362","title":"Electricity Price Prediction for Energy Storage System Arbitrage: A Decision-focused Approach","created":"2023-04-30","cited_by_count":7,"area":null},{"id":"2211.05116","title":"A Note on Task-Aware Loss via Reweighing Prediction Loss by Decision-Regret","created":"2022-11-09","cited_by_count":6,"area":null},{"id":"2407.05920","title":"LPGD: A General Framework for Backpropagation through Embedded Optimization Layers","created":"2024-07-08","cited_by_count":6,"area":null},{"id":"2510.04951","title":"Feasibility-Aware Decision-Focused Learning for Predicting Parameters in the Constraints","created":"2025-10-06","cited_by_count":6,"area":null},{"id":"2202.04369","title":"A new perspective on classification: optimally allocating limited resources to uncertain tasks","created":"2022-02-09","cited_by_count":5,"area":null},{"id":"2303.06698","title":"Branch & Learn with Post-hoc Correction for Predict+Optimize with Unknown Parameters in Constraints","created":"2023-03-12","cited_by_count":5,"area":null},{"id":"2308.12161","title":"Data-driven decision-focused surrogate modeling","created":"2023-08-23","cited_by_count":4,"area":null},{"id":"2407.03557","title":"Decision-Focused Evaluation of Worst-Case Distribution Shift","created":"2024-07-04","cited_by_count":4,"area":null},{"id":"2502.18321","title":"Global-Decision-Focused Neural ODEs for Proactive Grid Resilience Management","created":"2025-02-25","cited_by_count":4,"area":null},{"id":"2605.01361","title":"Decision-Focused Learning via Tangent-Space Projection of Prediction Error","created":"2026-05-02","cited_by_count":4,"area":null},{"id":"2209.05093","title":"Bilevel Optimization for Feature Selection in the Data-Driven Newsvendor Problem","created":"2022-09-12","cited_by_count":3,"area":null},{"id":"2212.10723","title":"Predict+Optimize Problem in Renewable Energy Scheduling","created":"2022-12-21","cited_by_count":3,"area":null},{"id":"2308.05889","title":"DF2: Distribution-Free Decision-Focused Learning","created":"2023-08-11","cited_by_count":3,"area":null},{"id":"2310.02442","title":"GenCO: Generating Diverse Designs with Combinatorial Constraints","created":"2023-10-03","cited_by_count":3,"area":null},{"id":"2312.14836","title":"Learning Lagrangian Multipliers for the Travelling Salesman Problem","created":"2023-12-22","cited_by_count":3,"area":null},{"id":"2409.04898","title":"Learning Joint Models of Prediction and Optimization","created":"2024-09-07","cited_by_count":3,"area":null},{"id":"2505.11360","title":"Efficient End-to-End Learning for Decision-Making: A Meta-Optimization Approach","created":"2025-05-16","cited_by_count":3,"area":null},{"id":"2510.18215","title":"The Bias-Variance Tradeoff in Data-Driven Optimization: A Local Misspecification Perspective","created":"2025-10-21","cited_by_count":3,"area":null},{"id":"2602.05340","title":"Decision-Focused Sequential Experimental Design: A Directional Uncertainty-Guided Approach","created":"2026-02-05","cited_by_count":3,"area":null},{"id":"2606.19587","title":"A Solver-Free Training Method for Predict-then-Optimize","created":"2026-06-17","cited_by_count":3,"area":null},{"id":"2102.13273","title":"Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting","created":"2021-02-26","cited_by_count":2,"area":null},{"id":"2208.13065","title":"Towards Improving Unit Commitment Economics: An Add-On Tailor for Renewable Energy and Reserve Predictions","created":"2022-08-27","cited_by_count":2,"area":null},{"id":"2303.01543","title":"Decision-Oriented Learning with Differentiable Submodular Maximization for Vehicle Routing Problem","created":"2023-03-02","cited_by_count":2,"area":null},{"id":"2407.03368","title":"Balancing Forecast Accuracy and Switching Costs in Online Optimization of Energy Management Systems","created":"2024-06-29","cited_by_count":2,"area":null},{"id":"2508.11365","title":"Minimizing Surrogate Losses for Decision-Focused Learning using Differentiable Optimization","created":"2025-08-15","cited_by_count":2,"area":null},{"id":"2509.08359","title":"Prediction Loss Guided Decision-Focused Learning","created":"2025-09-10","cited_by_count":2,"area":null},{"id":"2511.04909","title":"A Dual Perspective on Decision-Focused Learning: Scalable Training via Dual-Guided Surrogates","created":"2025-11-07","cited_by_count":2,"area":null},{"id":"2111.11871","title":"Solve Optimization Problems with Unknown Constraint Networks","created":"2021-11-23","cited_by_count":1,"area":null},{"id":"2402.06968","title":"Contextual Stochastic Vehicle Routing with Time Windows","created":"2024-02-10","cited_by_count":1,"area":null},{"id":"2406.00779","title":"Differentiation of Multi-objective Data-driven Decision Pipeline","created":"2024-06-02","cited_by_count":1,"area":null},{"id":"2501.01874","title":"DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data","created":"2025-01-03","cited_by_count":1,"area":null},{"id":"2509.05772","title":"Decision-Focused Learning Enhanced by Automated Feature Engineering for Energy Storage Optimisation","created":"2025-09-06","cited_by_count":1,"area":null},{"id":"2604.20031","title":"Decision-Focused Federated Learning Under Heterogeneous Objectives and Constraints","created":"2026-04-21","cited_by_count":1,"area":null},{"id":"2605.20222","title":"Quantum End-to-End Learning for Contextual Combinatorial Optimization","created":"2026-05-13","cited_by_count":1,"area":null},{"id":"2610.03945","title":"DePICT: Decision-Preserving Interface for Constrained Downstream Tasks","created":"2026-10-02","cited_by_count":1,"area":null},{"id":"2110.11826","title":"Predictive machine learning for prescriptive applications: a coupled training-validating approach","created":"2021-10-22","cited_by_count":0,"area":null},{"id":"2202.10937","title":"An end-to-end predict-then-optimize clustering method for intelligent assignment problems in express systems","created":"2022-02-18","cited_by_count":0,"area":null},{"id":"2211.13583","title":"The intersection of machine learning with forecasting and optimisation: theory and applications","created":"2022-11-24","cited_by_count":0,"area":null},{"id":"2212.00296","title":"Learning Markov Random Fields for Combinatorial Structures via Sampling through Lov\\'asz Local Lemma","created":"2022-12-01","cited_by_count":0,"area":null},{"id":"2212.01348","title":"Predict-and-Critic: Accelerated End-to-End Predictive Control for Cloud Computing through Reinforcement Learning","created":"2022-12-02","cited_by_count":0,"area":null},{"id":"2311.16487","title":"On the Robustness of Decision-Focused Learning","created":"2023-11-28","cited_by_count":0,"area":null},{"id":"2312.03492","title":"Learning From Scenarios for Stochastic Repairable Scheduling","created":"2023-12-06","cited_by_count":0,"area":null},{"id":"2312.11510","title":"QuadAttack: A Quadratic Programming Approach to Ordered Top-K Attacks","created":"2023-12-12","cited_by_count":0,"area":null},{"id":"2411.18432","title":"SPO-VCS: An End-to-End Smart Predict-then-Optimize Framework with Alternating Differentiation Method for Relocation Problems in Large-Scale Vehicle Crowd Sensing","created":"2024-11-27","cited_by_count":0,"area":null},{"id":"2507.00851","title":"Aligning Learning and Endogenous Decision-Making","created":"2025-07-01","cited_by_count":0,"area":null},{"id":"2510.16015","title":"Decision-focused Sensing and Forecasting for Adaptive and Rapid Flood Response: An Implicit Learning Approach","created":"2025-10-15","cited_by_count":0,"area":null},{"id":"2511.08035","title":"From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback","created":"2025-11-11","cited_by_count":0,"area":null},{"id":"2605.18005","title":"Scalable Decision-Focused Learning through Cost-Sensitive Regression","created":"2026-05-18","cited_by_count":0,"area":null},{"id":"2606.08797","title":"Scaling Decision-Focused Learning to Large Problems with Lagrangian Decomposition","created":"2026-06-07","cited_by_count":0,"area":null},{"id":"2607.21773","title":"Smart predict-then-robustly-optimize","created":"2026-07-23","cited_by_count":0,"area":null},{"id":"2607.24007","title":"Smooth Learning with Hard Constraints via Legendre-Regularized Policies","created":"2026-07-27","cited_by_count":0,"area":null},{"id":"2608.09036","title":"Decision-Focused Learning in Network Interdiction Games","created":"2026-08-10","cited_by_count":0,"area":null},{"id":"2608.15124","title":"Decision-Driven Regularization: A Blended Model for Learning and Optimization","created":"2026-08-15","cited_by_count":0,"area":null},{"id":"2609.37065","title":"RL-PaO: Prediction as Action in Decision Making under Uncertainty","created":"2026-09-29","cited_by_count":0,"area":null}],"next_cursor":null}