Pedro Saleiro
6 papers · 2017–2024 · 6 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
🐣
Hot Topic Early Bird
Top co-authors
Research topics
Machine Learning
(6)
Application Areas
(5)
Artificial Intelligence
(4)
Core AI
(4)
Core Methods
(4)
Data Science & Analytics
(1)
Deep Learning
(1)
Natural Language Processing
(1)
Applications · Natural Language Processing
(1)
Applications · Data Science & Analytics
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
tabular data
(2)
fraud detection
(2)
model interpretability
(2)
hyperparameter optimization
(1)
model evaluation
(1)
class imbalance
(1)
experimental design
(1)
regression analysis
(1)
benchmark dataset
(1)
bias mitigation
(1)
local explanation
(1)
error rate
(1)
structural causal model
(1)
fairness constraint
(1)
fair machine learning
(1)
post-hoc explanation
(1)
human evaluation
(1)
word embedding
(1)
sentiment polarity
(1)
fairness evaluation
(1)
Papers
Aequitas Flow: Streamlining Fair ML Experimentation
JMLR 2024
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation
CLeaR 2024
On the Importance of Application-Grounded Experimental Design for Evaluating Explainable ML Methods
AAAI 2024
FairGBM: Gradient Boosting with Fairness Constraints
ICLR 2023
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation
NeurIPS 2022
FEUP at SemEval-2017 Task 5: Predicting Sentiment Polarity and Intensity with Financial Word Embeddings
SemEval 2017