Pedro Saleiro

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 58

Top Topics

Labeled Training Data

Parameter Optimization

Top Venues

Publications

Ricardo Miguel de Oliveira Moreira, Jacopo Bono, Mário Cardoso, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation. CLeaR (2024)
Jean V. Alves, Diogo Leitão, Sérgio M. Jesus, Marco O. P. Sampaio, Javier Liébana, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints. CoRR (2024)
Jean V. Alves, Diogo Leitão, Sérgio M. Jesus, Marco O. P. Sampaio, Javier Liébana, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints. Trans. Mach. Learn. Res. 2024 (2024)
Ricardo Moreira, Jacopo Bono, Mário Cardoso, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation. CoRR (2024)
Kasun Amarasinghe, Kit T. Rodolfa, Sérgio M. Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods. AAAI (2024)
Sérgio M. Jesus, Pedro Saleiro, Inês Oliveira e Silva, Beatriz M. Jorge, Rita P. Ribeiro, João Gama, Pedro Bizarro, Rayid Ghani
Aequitas Flow: Streamlining Fair ML Experimentation. CoRR (2024)
Ada Martin, Valerie Chen, Sérgio M. Jesus, Pedro Saleiro
A Case Study on Designing Evaluations of ML Explanations with Simulated User Studies. CoRR (2023)
Jean V. Alves, Diogo Leitão, Sérgio M. Jesus, Marco O. P. Sampaio, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
FiFAR: A Fraud Detection Dataset for Learning to Defer. CoRR (2023)
André Ferreira Cruz, Catarina Belém, João Bravo, Pedro Saleiro, Pedro Bizarro
FairGBM: Gradient Boosting with Fairness Constraints. ICLR (2023)
Rayid Ghani, Kit T. Rodolfa, Pedro Saleiro, Sérgio M. Jesus
Addressing Bias and Fairness in Machine Learning: A Practical Guide and Hands-on Tutorial. KDD (2023)
José Pombal, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Fairness-Aware Data Valuation for Supervised Learning. CoRR (2023)
André Ferreira Cruz, Catarina Belém, João Bravo, Pedro Saleiro, Pedro Bizarro
FairGBM: Gradient Boosting with Fairness Constraints. CoRR (2022)
Sérgio M. Jesus, José Pombal, Duarte Alves, André Ferreira Cruz, Pedro Saleiro, Rita P. Ribeiro, João Gama, Pedro Bizarro
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation. CoRR (2022)
José Pombal, André Ferreira Cruz, João Bravo, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions. CoRR (2022)
Kasun Amarasinghe, Kit T. Rodolfa, Sérgio M. Jesus, Valerie Chen, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro, Ameet Talwalkar, Rayid Ghani
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods. CoRR (2022)
Mário Cardoso, Pedro Saleiro, Pedro Bizarro
LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering. ICAIF (2022)
Mário Cardoso, Pedro Saleiro, Pedro Bizarro
LaundroGraph: Self-Supervised Graph Representation Learning for Anti-Money Laundering. CoRR (2022)
Sérgio M. Jesus, José Pombal, Duarte Alves, André Ferreira Cruz, Pedro Saleiro, Rita P. Ribeiro, João Gama, Pedro Bizarro
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation. NeurIPS (2022)
Diogo Leitão, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Human-AI Collaboration in Decision-Making: Beyond Learning to Defer. CoRR (2022)
José Pombal, Pedro Saleiro, Mário A. T. Figueiredo, Pedro Bizarro
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction. CoRR (2022)
João Bento Sousa, Ricardo Moreira, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro
ConceptDistil: Model-Agnostic Distillation of Concept Explanations. CoRR (2022)
Catarina Belém, Vladimir Balayan, Pedro Saleiro, Pedro Bizarro
Weakly Supervised Multi-task Learning for Concept-based Explainability. CoRR (2021)
André Ferreira Cruz, Pedro Saleiro, Catarina Belém, Carlos Soares, Pedro Bizarro
Promoting Fairness through Hyperparameter Optimization. CoRR (2021)
João Bento, Pedro Saleiro, André Ferreira Cruz, Mário A. T. Figueiredo, Pedro Bizarro
TimeSHAP: Explaining Recurrent Models through Sequence Perturbations. KDD (2021)
André Ferreira Cruz, Pedro Saleiro, Catarina Belém, Carlos Soares, Pedro Bizarro
Promoting Fairness through Hyperparameter Optimization. ICDM (2021)
Sérgio M. Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama
How can I choose an explainer? An Application-grounded Evaluation of Post-hoc Explanations. CoRR (2021)
Sérgio M. Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama
How can I choose an explainer?: An Application-grounded Evaluation of Post-hoc Explanations. FAccT (2021)
Pedro Saleiro, Kit T. Rodolfa, Rayid Ghani
Dealing with Bias and Fairness in Data Science Systems: A Practical Hands-on Tutorial. KDD (2020)
André Ferreira Cruz, Pedro Saleiro, Catarina Belém, Carlos Soares, Pedro Bizarro
A Bandit-Based Algorithm for Fairness-Aware Hyperparameter Optimization. CoRR (2020)
Vladimir Balayan, Pedro Saleiro, Catarina Belém, Ludwig Krippahl, Pedro Bizarro
Teaching the Machine to Explain Itself using Domain Knowledge. CoRR (2020)
João Bento, Pedro Saleiro, André Ferreira Cruz, Mário A. T. Figueiredo, Pedro Bizarro
TimeSHAP: Explaining Recurrent Models through Sequence Perturbations. CoRR (2020)
Weiqiang Lin, Pedro Saleiro, Natasa Milic-Frayling, Eugene Ch'ng
Social Media Brand Engagement as a Proxy for E-commerce Activities: A Case Study of Sina Weibo and JD. CoRR (2018)
Pedro Saleiro, Benedict Kuester, Abby Stevens, Ari Anisfeld, Loren Hinkson, Jesse London, Rayid Ghani
Aequitas: A Bias and Fairness Audit Toolkit. CoRR (2018)
Pedro Saleiro
Entity Retrieval and Text Mining for Online Reputation Monitoring. CoRR (2018)
Pedro Saleiro, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Carlos Soares
Entity-Relationship Search over the Web. CoRR (2018)
Weiqiang Lin, Pedro Saleiro, Natasa Milic-Frayling, Eugene Ch'ng
Social Media Brand Engagement as a Proxy for E-Commerce Activities: A Case Study of Sina Weibo and JD. WI (2018)
Pedro Saleiro, Luís Sarmento, Eduarda Mendes Rodrigues, Carlos Soares, Eugénio C. Oliveira
Learning Word Embeddings from the Portuguese Twitter Stream: A Study of Some Practical Aspects. EPIA (2017)
João Pereira, Arian Pasquali, Pedro Saleiro, Rosaldo Rossetti, Nélio Cacho
Characterizing Geo-located Tweets in Brazilian Megacities. CoRR (2017)
Pedro Saleiro, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Carlos Soares
RELink: A Research Framework and Test Collection for Entity-Relationship Retrieval. CoRR (2017)
Pedro Saleiro, Eduarda Mendes Rodrigues, Carlos Soares, Eugénio Oliveira
TexRep: A Text Mining Framework for Online Reputation Monitoring. New Gener. Comput. 35 (4) (2017)
Pedro Saleiro, Eduarda Mendes Rodrigues, Carlos Soares, Eugénio C. Oliveira
FEUP at SemEval-2017 Task 5: Predicting Sentiment Polarity and Intensity with Financial Word Embeddings. CoRR (2017)
Pedro Saleiro, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Carlos Soares
Early Fusion Strategy for Entity-Relationship Retrieval. KG4IR@SIGIR (2017)
Pedro Saleiro, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Carlos Soares
RELink: A Research Framework and Test Collection for Entity-Relationship Retrieval. SIGIR (2017)
João Pereira, Arian Pasquali, Pedro Saleiro, Rosaldo J. F. Rossetti
Transportation in Social Media: an automatic classifier for travel-related tweets. CoRR (2017)
João Pereira, Arian Pasquali, Pedro Saleiro, Rosaldo Rossetti
Transportation in Social Media: An Automatic Classifier for Travel-Related Tweets. EPIA (2017)
Pedro Saleiro, Natasa Milic-Frayling, Eduarda Mendes Rodrigues, Carlos Soares
Early Fusion Strategy for Entity-Relationship Retrieval. CoRR (2017)
Pedro Saleiro, Eduarda Mendes Rodrigues, Carlos Soares, Eugénio C. Oliveira
FEUP at SemEval-2017 Task 5: Predicting Sentiment Polarity and Intensity with Financial Word Embeddings. SemEval@ACL (2017)
Pedro Saleiro, Luís Sarmento, Eduarda Mendes Rodrigues, Carlos Soares, Eugénio C. Oliveira
Learning Word Embeddings from the Portuguese Twitter Stream: A Study of some Practical Aspects. CoRR (2017)
Pedro Saleiro, Carlos Soares
Learning from the News: Predicting Entity Popularity on Twitter. IDA (2016)
Pedro Saleiro, Jorge Teixeira, Carlos Soares, Eugénio C. Oliveira
TimeMachine: Entity-Centric Search and Visualization of News Archives. ECIR (2016)
João Oliveira, Mike Pinto, Pedro Saleiro, Jorge Teixeira
SentiBubbles: Topic Modeling and Sentiment Visualization of Entity-centric Tweets. C3S2E (2016)
João Oliveira, Mike Pinto, Pedro Saleiro, Jorge Teixeira
SentiBubbles: Topic Modeling and Sentiment Visualization of Entity-centric Tweets. CoRR (2016)
Pedro Saleiro, Luís Gomes, Carlos Soares
Sentiment Aggregate Functions for Political Opinion Polling using Microblog Streams. CoRR (2016)
Daniela Ulloa, Pedro Saleiro, Rosaldo J. F. Rossetti, Elis Regina Silva
Mining social media for open innovation in transportation systems. ITSC (2016)
Pedro Saleiro, Jorge Teixeira, Carlos Soares, Eugénio C. Oliveira
TimeMachine: Entity-centric Search and Visualization of News Archives. CoRR (2016)
Daniela Ulloa, Pedro Saleiro, Rosaldo J. F. Rossetti, Elis Regina Silva
Mining Social Media for Open Innovation in Transportation Systems. CoRR (2016)
Pedro Saleiro, Luís Gomes, Carlos Soares
Sentiment Aggregate Functions for Political Opinion Polling using Microblog Streams. C3S2E (2016)
Pedro Saleiro, Carlos Soares
Learning from the News: Predicting Entity Popularity on Twitter. CoRR (2016)
Pedro Saleiro, Silvio Amir, Mário J. Silva, Carlos Soares
POPmine: Tracking Political Opinion on the Web. CIT/IUCC/DASC/PICom (2015)
Pedro Saleiro, Luís Sarmento
"Piaf" vs "Adele": classifying encyclopedic queries using automatically labeled training data. CoRR (2015)
Pedro Saleiro, Silvio Amir, Mário J. Silva, Carlos Soares
POPmine: Tracking Political Opinion on the Web. CoRR (2015)
Pedro Saleiro, Luis Rei, Arian Pasquali, Carlos Soares, Jorge Teixeira, Fábio Pinto, Mohammad Nozari Zarmehri, Catarina Félix, Pedro Strecht
POPSTAR at RepLab 2013: Name Ambiguity Resolution on Twitter. CLEF (Working Notes) (2013)
Pedro Saleiro, Luís Sarmento
"Piaf" vs "Adele": classifying encyclopedic queries using automatically labeled training data. OAIR (2013)