Giuseppe Casalicchio
6 papers · 2016–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Academic Marathon (9)
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Cross-Pollinator
(3)
πΊοΈ
Taxonomy Completionist
(11)
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Trend Setter
Conferences
JMLR (2)
AISTATS (1)
ICLR (1)
ICML (1)
NIPS (1)
Top co-authors
Keywords
partial dependence plot
(2)
feature interaction
(2)
hyperparameter optimization
(1)
interpretable machine learning
(1)
machine learning
(1)
bayesian optimization
(1)
hyperparameter tuning
(1)
interaction detection
(1)
surrogate model
(1)
interpretable region
(1)
recursive partitioning
(1)
feature effect
(1)
shapley additive explanation
(1)
machine learning framework
(1)
ensemble construction
(1)
r language
(1)
partial dependence
(1)
model selection
(1)
regional effect plot
(1)
feature selection
(1)
Papers
Efficient and Accurate Explanation Estimation with Distribution Compression
ICLR 2025
Position: Why We Must Rethink Empirical Research in Machine Learning
ICML 2024
Decomposing Global Feature Effects Based on Feature Interactions
JMLR 2024
REPID: Regional Effect Plots with implicit Interaction Detection
AISTATS 2022
Explaining Hyperparameter Optimization via Partial Dependence Plots
NIPS 2021
mlr: Machine Learning in R
JMLR 2016