1
TITLE: Constraint-Driven Explanations for Black Box ML Models
AUTHORS: Aditya A Shrotri; Nina Narodytska; Alexey Ignatiev; Kuldeep S Meel; Joao Marques Silva; Moshe Y Vardi;
PUBLISHED: 2022, SOURCE: Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022, VOLUME: 36
INDEXED IN: Scopus
2
TITLE: From Contrastive to Abductive Explanations and Back Again
AUTHORS: Ignatiev, A; Narodytska, N; Asher, N; Marques Silva, J;
PUBLISHED: 2021, SOURCE: AIXIA 2020 - ADVANCES IN ARTIFICIAL INTELLIGENCE, VOLUME: 12414
INDEXED IN: Scopus WOS CrossRef: 5 Unpaywall
3
TITLE: Reasoning-Based Learning of Interpretable ML Models
AUTHORS: Alexey Ignatiev; Joao Marques Silva; Nina Narodytska; Peter J Stuckey;
PUBLISHED: 2021, SOURCE: IJCAI International Joint Conference on Artificial Intelligence
INDEXED IN: Scopus
4
TITLE: Explaining naive bayes and other linear classifiers with polynomial time and delay
AUTHORS: Joao Marques Silva; Thomas Gerspacher; Martin C Cooper; Alexey Ignatiev; Nina Narodytska;
PUBLISHED: 2020, SOURCE: Advances in Neural Information Processing Systems, VOLUME: 2020-December
INDEXED IN: Scopus
5
TITLE: Synthesizing Cluster Management Code for Distributed Systems
AUTHORS: Lalith Suresh; Joao Loff; Nina Narodytska; Leonid Ryzhyk; Mooly Sagiv; Brian Oki;
PUBLISHED: 2019, SOURCE: Workshop on Hot Topics in Operating Systems (HotOS) in PROCEEDINGS OF THE WORKSHOP ON HOT TOPICS IN OPERATING SYSTEMS (HOTOS '19)
INDEXED IN: Scopus WOS
6
TITLE: Assessing Heuristic Machine Learning Explanations with Model Counting
AUTHORS: Narodytska, N; Shrotri, A; Meel, KS; Ignatiev, A; Marques Silva, J ;
PUBLISHED: 2019, SOURCE: 22nd International Conference on Theory and Applications of Satisfiability Testing, SAT 2019 in THEORY AND APPLICATIONS OF SATISFIABILITY TESTING - SAT 2019, VOLUME: 11628
INDEXED IN: Scopus WOS CrossRef: 12 Unpaywall
7
TITLE: On relating explanations and adversarial examples
AUTHORS: Alexey Ignatiev; Nina Narodytska; Joao Marques Silva;
PUBLISHED: 2019, SOURCE: Advances in Neural Information Processing Systems, VOLUME: 32
INDEXED IN: Scopus
8
TITLE: Learning Optimal Decision Trees with SAT
AUTHORS: Nina Narodytska; Alexey Ignatiev; Filipe Pereira; Joao Marques Silva ;
PUBLISHED: 2018, SOURCE: Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden.
INDEXED IN: DBLP