"decision-focused learning" Papers

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Bi-Level Decision-Focused Causal Learning for Large-Scale Marketing Optimization: Bridging Observational and Experimental Data

Shuli Zhang, Hao Zhou, Jiaqi Zheng et al.

NEURIPS 2025arXiv:2510.19517

DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data

Jiaqi Yang, Enming Liang, Zicheng Su et al.

AAAI 2025paperarXiv:2501.01874
4
citations

Solver-Free Decision-Focused Learning for Linear Optimization Problems

Senne Berden, Ali Mahmutoğulları, Dimos Tsouros et al.

NEURIPS 2025arXiv:2505.22224
2
citations

Differentiable Distributionally Robust Optimization Layers

Xutao Ma, Chao Ning, WenLi Du

ICML 2024arXiv:2406.16571
8
citations