decision-focused learning

From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback AAAI 2026 KOALA: Knowledge of Optimization and Learning Algorithms for Healthcare AAAI 2026 Robust Decision-Focused Learning via Worst-Case Regret Minimization UAI 2026 An Inverse Optimization Approach to Contextual Inverse Optimization IJCAI 2025 DF$^2$: Distribution-Free Decision-Focused Learning UAI 2025 DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data AAAI 2025 GADFA: Generator-Assisted Decision-Focused Approach for Opinion Expressing Timing Identification COLING 2025 Locally Convex Global Loss Network for Decision-Focused Learning AAAI 2025 Utility-Directed Conformal Prediction: A Decision-Aware Framework for Actionable Uncertainty Quantification ICLR 2025 Decision-Focused Evaluation of Worst-Case Distribution Shift UAI 2024 Decision-Focused Learning with Directional Gradients NeurIPS 2024 Group Fairness in Predict-Then-Optimize Settings for Restless Bandits UAI 2024 Optimization Under Epistemic Uncertainty Using Prediction IJCAI 2024 Robust Losses for Decision-Focused Learning IJCAI 2024 Ideal Abstractions for Decision-Focused Learning AISTATS 2023 Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health AAAI 2023 TaskMet: Task-driven Metric Learning for Model Learning NeurIPS 2023 Decision-Focused Learning: Through the Lens of Learning to Rank ICML 2022 Decision-Focused Learning without Decision-Making: Learning Locally Optimized Decision Losses NeurIPS 2022 End-to-end Stochastic Optimization with Energy-based Model NeurIPS 2022 A Surrogate Objective Framework for Prediction+Programming with Soft Constraints NeurIPS 2021 Learning MDPs from Features: Predict-Then-Optimize for Sequential Decision Making by Reinforcement Learning NeurIPS 2021 MIPaaL: Mixed Integer Program as a Layer AAAI 2020 End to end learning and optimization on graphs NeurIPS 2019 Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization AAAI 2019