Julia Herbinger

4 papers · 2021–2025 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (10) 🐣 Hot Topic Early Bird 🏆 Keyword Champion (2)

Venues

AISTATS (2) JMLR (1) NeurIPS (1)

Top co-authors

Giuseppe Casalicchio (3) Bernd Bischl (3) Maximilian Muschalik (1) Marius Lindauer (1) Barbara Hammer (1) Julia Moosbauer (1) Thomas Nagler (1) Fabian Fumagalli (1) Eyke Hüllermeier (1) Marvin N. Wright (1)

Research topics

Machine Learning (4) Artificial Intelligence (3) Core AI (3) Core Methods (3) Optimization & Theory (2) Application Areas (1)

Keywords

feature interaction (2) partial dependence plot (2) bayesian optimization (1) interaction detection (1) surrogate model (1) shapley value (1) cooperative game theory (1) higher-order interaction (1) functional anovum (1) interpretable region (1) recursive partitioning (1) feature effect (1) shapley additive explanation (1) feature-based 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 NeurIPS 2021