Giuseppe Casalicchio
6 papers · 2016–2025 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze πΊοΈ Taxonomy Completionist (12) π£ Hot Topic Early Bird
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Keywords
partial dependence plot
(2)
feature interaction
(2)
feature selection
(1)
hyperparameter optimization
(1)
interpretable machine learning
(1)
feature attribution
(1)
machine learning
(1)
bayesian optimization
(1)
hyperparameter tuning
(1)
interaction detection
(1)
surrogate model
(1)
post-hoc explanation
(1)
interpretable region
(1)
recursive partitioning
(1)
kernel thinning
(1)
feature effect
(1)
shapley additive explanation
(1)
machine learning framework
(1)
ensemble construction
(1)
distribution compression
(1)
Papers
Efficient and Accurate Explanation Estimation with Distribution Compression
ICLR 2025
Decomposing Global Feature Effects Based on Feature Interactions
JMLR 2024
Position: Why We Must Rethink Empirical Research in Machine Learning
ICML 2024
REPID: Regional Effect Plots with implicit Interaction Detection
AISTATS 2022
Explaining Hyperparameter Optimization via Partial Dependence Plots
NeurIPS 2021
mlr: Machine Learning in R
JMLR 2016