Hüllermeier, Eyke
144 publications
ICML
2025
Comparing Comparisons: Informative and Easy Human Feedback with Distinguishability Queries
ECML-PKDD
2025
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration for Exosuit Personalization
IJCAI
2024
Best Arm Identification with Retroactively Increased Sampling Budget for More Resource-Efficient HPO
AAAI
2024
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
ICMLW
2024
Comparing Comparisons: Informative and Easy Human Feedback with Distinguishability Queries
ECML-PKDD
2024
Diversified Ensemble of Independent Sub-Networks for Robust Self-Supervised Representation Learning
ICMLW
2024
Relatively Rational: Learning Utilities and Rationalities Jointly from Pairwise Preferences
AISTATS
2024
SVARM-IQ: Efficient Approximation of Any-Order Shapley Interactions Through Stratification
MLJ
2023
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams
ECML-PKDD
2022
A Prescriptive Machine Learning Approach for Assessing Goodwill in the Automotive Domain
NeurIPS
2022
Finding Optimal Arms in Non-Stochastic Combinatorial Bandits with Semi-Bandit Feedback and Finite Budget
UAI
2022
Set-Valued Prediction in Hierarchical Classification with Constrained Representation Complexity
MLJ
2021
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods
JAIR
2021
Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction Under Label Independence
ACML
2020
Run2Survive: A Decision-Theoretic Approach to Algorithm Selection Based on Survival Analysis
IJCAI
2018
Reliable Multi-Class Classification Based on Pairwise Epistemic and Aleatoric Uncertainty
MLJ
2012
Preference-Based Reinforcement Learning: A Formal Framework and a Policy Iteration Algorithm
ECML-PKDD
2011
Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning
ECML-PKDD
2010
Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss