Giovanni Cinà
4 papers · 2021–2026 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
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Trend Setter
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Research topics
Keywords
out-of-distribution detection
(2)
synthetic data generation
(1)
feature space
(1)
causal structure
(1)
uncertainty estimation
(1)
tabular data
(1)
directed acyclic graph
(1)
predictive performance
(1)
average treatment effect
(1)
causal abstraction
(1)
relu classifier
(1)
neural network
(1)
softmax calibration
(1)
counterfactual loss
(1)
extreme activation
(1)
interchange intervention training (iit)
(1)
multi-layer perceptron (mlp)
(1)
uncertainty quantification
(1)
simglucose simulator
(1)
Papers
Improving TabPFN’s Synthetic Data Generation by Integrating Causal Structure
UAI 2026
Inducing Causal Structure Applied to Glucose Prediction for T1DM Patients
CLeaR 2025
Mitigating Overconfidence in Out-of-Distribution Detection by Capturing Extreme Activations
UAI 2024
Know your limits: Uncertainty estimation with ReLU classifiers fails at reliable OOD detection
UAI 2021