Pedro Bizarro
5 papers · 2022–2024 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🐣
Hot Topic Early Bird
Venues
Top co-authors
Research topics
Keywords
fraud detection
(2)
model interpretability
(2)
tabular data
(2)
model evaluation
(1)
class imbalance
(1)
experimental design
(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)
fairness evaluation
(1)
explainable machine learning
(1)
dual ascent
(1)
data bia
(1)
gradient boosted decision tree
(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