Eyke Hüllermeier

21

Papers

56

Total Citations

Papers (21)

Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles

Inverse Constitutional AI: Compressing Preferences into Principles

Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks

Mitigating Label Noise through Data Ambiguation

Position: Why We Must Rethink Empirical Research in Machine Learning

Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods?

Second-Order Uncertainty Quantification: A Distance-Based Approach

KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions

Online F-Measure Optimization

Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach

DUO: Diverse, Uncertain, On-Policy Query Generation and Selection for Reinforcement Learning from Human Feedback

Approximating the Shapley Value without Marginal Contributions

Credal Self-Supervised Learning

Identification of the Generalized Condorcet Winner in Multi-dueling Bandits

Finding Optimal Arms in Non-stochastic Combinatorial Bandits with Semi-bandit Feedback and Finite Budget

Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation

SHAP-IQ: Unified Approximation of any-order Shapley Interactions

Koopman Kernel Regression

Qualitative Multi-Armed Bandits: A Quantile-Based Approach

Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent Coarsening

Ranking Distributions based on Noisy Sorting