{"type":"ScholarlyArticle","title":"End-to-End Constrained Optimization Learning: A Survey","authors":[{"name":"James Kotary","slug":"james-kotary","given":"James","family":"Kotary","affiliation":""},{"name":"Ferdinando Fioretto","slug":"ferdinando-fioretto","given":"Ferdinando","family":"Fioretto","affiliation":""},{"name":"Pascal Van Hentenryck","slug":"pascal-van-hentenryck","given":"Pascal","family":"Van Hentenryck","affiliation":""},{"name":"Bryan Wilder","slug":"bryan-wilder","given":"Bryan","family":"Wilder","affiliation":""}],"abstract":"This paper surveys the recent attempts at leveraging machine learning to solve constrained optimization problems. It focuses on surveying the work on integrating combinatorial solvers and optimization methods with machine learning architectures. \r\nThese approaches hold the promise to develop new hybrid machine learning and optimization methods to predict fast, approximate, solutions to combinatorial problems and to enable structural logical inference. This paper presents a conceptual review of the recent advancements in this emerging area.","doi":"10.24963/ijcai.2021/610","url":"https://ijcai.org/proceedings/2021/610","pdf":"https://ijcai.org/proceedings/2021/0610.pdf","markdown":"https://ijcai.org/proceedings/2021/610.md","bibtex":"https://ijcai.org/proceedings/2021/bibtex/610","volume":{"slug":"2021","title":"Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2021","url":"https://ijcai.org/proceedings/2021/","year":2021,"location":"Montreal","dates":"19-27 August 2021","editors":"Prof. Zhi-Hua Zhou","isbn":"978-0-9992411-9-6","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2021"},"section":"Survey Track","track":"Survey Track","number":610,"pages":{"first":4475,"last":4482},"keywords":["Machine learning: General","Constraints and SAT: General"],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}