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Ideal Abstractions for Decision-Focused Learning.

, , , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 10223-10234. PMLR, (2023)

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SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver, , , and . (2019)cite arxiv:1905.12149Comment: Accepted at ICML'19. The code can be found at https://github.com/locuslab/satnet.Distributionally Robust Submodular Maximization., , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 506-516. PMLR, (2019)Bridging the Gap Between Theory and Practice in Influence Maximization: Raising Awareness about HIV among Homeless Youth., , , , , , , , , and . IJCAI, page 5399-5403. ijcai.org, (2018)Allocating outreach resources for disease control in a dynamic population with information spread., , and . IISE Trans., 53 (6): 629-642 (2021)Improving GP-UCB Algorithm by Harnessing Decomposed Feedback., , , , and . PKDD/ECML Workshops (1), volume 1167 of Communications in Computer and Information Science, page 555-569. Springer, (2019)Exploring Algorithmic Fairness in Robust Graph Covering Problems., , , , , , and . NeurIPS, page 15750-15761. (2019)Automatically Learning Compact Quality-aware Surrogates for Optimization Problems., , , and . NeurIPS, (2020)Defending Elections against Malicious Spread of Misinformation., and . AAAI, page 2213-2220. AAAI Press, (2019)Outlier Ranking for Large-Scale Public Health Data., , , , , and . AAAI, page 22176-22184. AAAI Press, (2024)Improved Policy Evaluation for Randomized Trials of Algorithmic Resource Allocation., , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 24198-24213. PMLR, (2023)