Andrea Pugnana
6 papers · 2023–2025 · 2 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🗺️
Taxonomy Completionist
(15)
🏆
Keyword Champion
(2)
❓
The Questioner
Venues
Top co-authors
Research topics
Keywords
selective classification
(3)
reject option
(2)
binary classification
(2)
trustworthy ai
(2)
model calibration
(1)
confidence calibration
(1)
roc curve
(1)
area under curve
(1)
quantile estimation
(1)
causal effect
(1)
confidence scoring
(1)
fairness metric
(1)
human expert
(1)
out-of-distribution detection
(1)
binary classifier
(1)
uncertainty estimation
(1)
learning to defer
(1)
area under the roc curve
(1)
predictive model
(1)
potential outcome
(1)
Papers
A Causal Framework for Evaluating Deferring Systems
AISTATS 2025
Things Machine Learning Models Know That They Don’t Know
AAAI 2025
A Model-Agnostic Heuristics for Selective Classification
AAAI 2023
AUC-based Selective Classification
AISTATS 2023
Can We Trust Fair-AI?
AAAI 2023
Topics in Selective Classification
AAAI 2023