Fabrizio Ventola
5 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Trend Setter
Venues
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Research topics
Machine Learning
(4)
Artificial Intelligence
(3)
Optimization & Theory
(3)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Data Science & Analytics
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Application Areas
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core AI
(1)
Core Methods
(1)
Mathematics
(1)
Methods
(1)
Models
(1)
Keywords
probabilistic circuit
(3)
uncertainty quantification
(2)
density estimation
(1)
hyperparameter optimization
(1)
model pruning
(1)
distribution shift
(1)
tractable inference
(1)
probabilistic model
(1)
acquisition function
(1)
conditional sampling
(1)
sum-product network
(1)
neural forecasting
(1)
out-of-distribution data
(1)
residual learning
(1)
monte carlo dropout
(1)
tractable dropout inference
(1)
spectral forecasting
(1)
whittle likelihood
(1)
macro-architecture search
(1)
micro-architecture search
(1)
Papers
Hyperparameter Optimization via Interacting with Probabilistic Circuits
AutoML 2025
Bi-Level One-Shot Architecture Search for Probabilistic Time Series Forecasting
AutoML 2024
Probabilistic circuits that know what they don’t know
UAI 2023
Predictive Whittle networks for time series
UAI 2022
Residual Sum-Product Networks
PGM 2020