1
TITLE: On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods
AUTHORS: Amarasinghe, Kasun; Rodolfa, Kit T.; Jesus, Sergio; Chen, Valerie; Balayan, Vladimir; Saleiro, Pedro; Bizarro, Pedro; Talwalkar, Ameet; Ghani, Rayid;
PUBLISHED: 2024, SOURCE: 38th AAAI Conference on Artificial Intelligence (AAAI) / 36th Conference on Innovative Applications of Artificial Intelligence / 14th Symposium on Educational Advances in Artificial Intelligence in THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 19
INDEXED IN: WOS DBLP
IN MY: DBLP
2
TITLE: DiConStruct: Causal Concept-based Explanations through Black-Box Distillation
AUTHORS: Moreira, Ricardo; Bono, Jacopo; Cardoso, Mario; Saleiro, Pedro; Figueiredo, Mario; Bizarro, Pedro;
PUBLISHED: 2024, SOURCE: 3rd Conference on Causal Learning and Reasoning in CAUSAL LEARNING AND REASONING, VOL 236, VOLUME: 236
INDEXED IN: Scopus WOS DBLP
IN MY: DBLP
3
TITLE: Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints
AUTHORS: Jean V Alves; Diogo Leitão; Sérgio M Jesus; Marco O P Sampaio; Javier Liébana; Pedro Saleiro; Mário A T Figueiredo; Pedro Bizarro;
PUBLISHED: 2024, SOURCE: Trans. Mach. Learn. Res., VOLUME: 2024
INDEXED IN: DBLP
IN MY: DBLP
4
TITLE: Aequitas Flow: Streamlining Fair ML Experimentation
AUTHORS: Sérgio M Jesus; Pedro Saleiro; Inês Oliveira e Silva; Beatriz M Jorge; Rita P Ribeiro ; João Gama ; Pedro Bizarro; Rayid Ghani;
PUBLISHED: 2024, SOURCE: CoRR, VOLUME: abs/2405.05809
INDEXED IN: DBLP
IN MY: DBLP
5
TITLE: RIFF: Inducing Rules for Fraud Detection from Decision Trees
AUTHORS: Martins, Lucas; Bravo, Joao; Gomes, Ana Sofia; Soares, Carlos ; Bizarro, Pedro;
PUBLISHED: 2024, SOURCE: 8th International Joint Conference on Rules and Reasoning (RuleML+RR) in RULES AND REASONING, RULEML+RR 2024, VOLUME: 15183
INDEXED IN: Scopus WOS DBLP
IN MY: DBLP
6
TITLE: Fair-OBNC: Correcting Label Noise for Fairer Datasets
AUTHORS: Inês Oliveira e Silva; Sérgio M Jesus; Hugo M Ferreira; Pedro Saleiro; Inês Sousa; Pedro Bizarro; Carlos Soares ;
PUBLISHED: 2024, SOURCE: 27th European Conference on Artificial Intelligence, ECAI 2024 in ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), VOLUME: 392
INDEXED IN: Scopus DBLP
IN MY: DBLP
7
TITLE: "Show Me What's Wrong!": Combining Charts and Text to Guide Data Analysis
AUTHORS: Beatriz Feliciano; Rita Costa; Jean V Alves; Javier Liébana; Diogo Duarte; Pedro Bizarro;
PUBLISHED: 2024, SOURCE: CoRR, VOLUME: abs/2410.00727
INDEXED IN: DBLP
IN MY: DBLP
8
TITLE: Fairness-Aware Data Valuation for Supervised Learning
AUTHORS: José Pombal; Pedro Saleiro; Mário A T Figueiredo; Pedro Bizarro;
PUBLISHED: 2023, SOURCE: CoRR, VOLUME: abs/2303.16963
INDEXED IN: DBLP
IN MY: DBLP
9
TITLE: FairGBM: Gradient Boosting with Fairness Constraints
AUTHORS: André Ferreira Cruz; Catarina Belém; João Bravo; Pedro Saleiro; Pedro Bizarro;
PUBLISHED: 2023, SOURCE: The Eleventh International Conference on Learning Representations, ICLR 2023, Kigali, Rwanda, May 1-5, 2023
INDEXED IN: DBLP
IN MY: DBLP
10
TITLE: From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs
AUTHORS: Eddin, Ahmad Naser; Bono, Jacopo; Aparicio, David; Ferreira, Hugo; Ascensao, Joao; Ribeiro, Pedro ; Bizarro, Pedro;
PUBLISHED: 2023, SOURCE: 4th ACM International Conference on AI in Finance (ICAIF) in PROCEEDINGS OF THE 4TH ACM INTERNATIONAL CONFERENCE ON AI IN FINANCE, ICAIF 2023
INDEXED IN: Scopus WOS DBLP CrossRef Unpaywall
IN MY: DBLP
Page 1 of 4. Total results: 32.