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Eyke Hüllermeier
Eyke Hüllermeier
17
papers
342
total citations
papers (17)
Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation
NEURIPS 2022
arXiv
55
citations
SHAP-IQ: Unified Approximation of any-order Shapley Interactions
NEURIPS 2023
arXiv
49
citations
Approximating the Shapley Value without Marginal Contributions
AAAI 2024
arXiv
39
citations
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
AAAI 2024
arXiv
33
citations
Second-Order Uncertainty Quantification: A Distance-Based Approach
ICML 2024
arXiv
33
citations
Koopman Kernel Regression
NEURIPS 2023
arXiv
27
citations
Inverse Constitutional AI: Compressing Preferences into Principles
ICLR 2025
arXiv
26
citations
Position: Why We Must Rethink Empirical Research in Machine Learning
ICML 2024
arXiv
24
citations
Credal Self-Supervised Learning
NEURIPS 2021
arXiv
22
citations
Mitigating Label Noise through Data Ambiguation
AAAI 2024
arXiv
13
citations
Finding Optimal Arms in Non-stochastic Combinatorial Bandits with Semi-bandit Feedback and Finite Budget
NEURIPS 2022
arXiv
8
citations
Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
ICLR 2025
arXiv
7
citations
DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback
AAAI 2025
6
citations
Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
NEURIPS 2025
arXiv
0
citations
Identification of the Generalized Condorcet Winner in Multi-dueling Bandits
NEURIPS 2021
0
citations
KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
ICML 2024
0
citations
Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods?
ICML 2024
0
citations