conftrace_

decision-focused learning

20 papers

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Also known as

DFL

Co-occurring keywords

combinatorial optimization (1039) neural network (6616) surrogate loss (94) linear programming (227) reinforcement learning (4352) predictive model (55) downstream optimization (4) loss function (462) regret minimization (315) robust optimization (307)

Papers

KOALA: Knowledge of Optimization and Learning Algorithms for Healthcare AAAI 2026
From Sequential to Recursive: Enhancing Decision-Focused Learning with Bidirectional Feedback AAAI 2026
An Inverse Optimization Approach to Contextual Inverse Optimization IJCAI 2025
GADFA: Generator-Assisted Decision-Focused Approach for Opinion Expressing Timing Identification COLING 2025
DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data AAAI 2025
Locally Convex Global Loss Network for Decision-Focused Learning AAAI 2025
Robust Losses for Decision-Focused Learning IJCAI 2024
Optimization Under Epistemic Uncertainty Using Prediction IJCAI 2024
Decision-Focused Learning with Directional Gradients NIPS 2024
TaskMet: Task-driven Metric Learning for Model Learning NIPS 2023
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
End-to-end Stochastic Optimization with Energy-based Model NIPS 2022
Decision-Focused Learning without Decision-Making: Learning Locally Optimized Decision Losses NIPS 2022
Decision-Focused Learning: Through the Lens of Learning to Rank ICML 2022
Learning MDPs from Features: Predict-Then-Optimize for Sequential Decision Making by Reinforcement Learning NIPS 2021
A Surrogate Objective Framework for Prediction+Programming with Soft Constraints NIPS 2021
MIPaaL: Mixed Integer Program as a Layer AAAI 2020
Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization AAAI 2019
End to end learning and optimization on graphs NIPS 2019