Julia Herbinger
4 papers · 2021–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(3)
🐣
Hot Topic Early Bird
Conferences
AISTATS (2)
JMLR (1)
NIPS (1)
Top co-authors
Keywords
feature interaction
(2)
partial dependence plot
(2)
bayesian optimization
(1)
interaction detection
(1)
surrogate model
(1)
interpretable region
(1)
recursive partitioning
(1)
feature effect
(1)
shapley additive explanation
(1)
partial dependence
(1)
hyperparameter optimization
(1)
regional effect plot
(1)
interpretable machine learning
(1)
Papers
Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
AISTATS 2025
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