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Von Luxburg, Ulrike
41 publications
ICML
2025
How Much Can We Forget About Data Contamination?
Sebastian Bordt
,
Suraj Srinivas
,
Valentyn Boreiko
,
Ulrike Von Luxburg
NeurIPS
2025
On the Surprising Effectiveness of Large Learning Rates Under Standard Width Scaling
Moritz Haas
,
Sebastian Bordt
,
Ulrike von Luxburg
,
Leena Chennuru Vankadara
NeurIPS
2025
Performative Validity of Recourse Explanations
Gunnar König
,
Hidde Fokkema
,
Timo Freiesleben
,
Celestine Mendler-Dünner
,
Ulrike von Luxburg
ICML
2025
Position: Rethinking Explainable Machine Learning as Applied Statistics
Sebastian Bordt
,
Eric Raidl
,
Ulrike Von Luxburg
NeurIPS
2024
Auditing Local Explanations Is Hard
Robi Bhattacharjee
,
Ulrike von Luxburg
JMLR
2023
Clustering with Tangles: Algorithmic Framework and Theoretical Guarantees
Solveig Klepper
,
Christian Elbracht
,
Diego Fioravanti
,
Jakob Kneip
,
Luca Rendsburg
,
Maximilian Teegen
,
Ulrike von Luxburg
JMLR
2023
Insights into Ordinal Embedding Algorithms: A Systematic Evaluation
Leena Chennuru Vankadara
,
Michael Lohaus
,
Siavash Haghiri
,
Faiz Ul Wahab
,
Ulrike von Luxburg
TMLR
2023
Relating Graph Auto-Encoders to Linear Models
Solveig Klepper
,
Ulrike von Luxburg
CVPRW
2023
The Manifold Hypothesis for Gradient-Based Explanations
Sebastian Bordt
,
Uddeshya Upadhyay
,
Zeynep Akata
,
Ulrike von Luxburg
AISTATS
2022
A Bandit Model for Human-Machine Decision Making with Private Information and Opacity
Sebastian Bordt
,
Ulrike Von Luxburg
AISTATS
2022
Discovering Inductive Bias with Gibbs Priors: A Diagnostic Tool for Approximate Bayesian Inference
Luca Rendsburg
,
Agustinus Kristiadi
,
Philipp Hennig
,
Ulrike Von Luxburg
ICML
2020
NetGAN Without GAN: From Random Walks to Low-Rank Approximations
Luca Rendsburg
,
Holger Heidrich
,
Ulrike Von Luxburg
ICML
2020
Too Relaxed to Be Fair
Michael Lohaus
,
Michael Perrot
,
Ulrike Von Luxburg
IJCAI
2019
Boosting for Comparison-Based Learning
Michaël Perrot
,
Ulrike von Luxburg
NeurIPS
2019
Foundations of Comparison-Based Hierarchical Clustering
Debarghya Ghoshdastidar
,
Michaël Perrot
,
Ulrike von Luxburg
JMLR
2018
Design and Analysis of the NIPS 2016 Review Process
Nihar B. Shah
,
Behzad Tabibian
,
Krikamol Muandet
,
Isabelle Guyon
,
Ulrike von Luxburg
NeurIPS
2018
Measures of Distortion for Machine Learning
Leena Chennuru Vankadara
,
Ulrike von Luxburg
NeurIPS
2018
Practical Methods for Graph Two-Sample Testing
Debarghya Ghoshdastidar
,
Ulrike von Luxburg
NeurIPS
2018
When Do Random Forests Fail?
Cheng Tang
,
Damien Garreau
,
Ulrike von Luxburg
AISTATS
2017
Comparison-Based Nearest Neighbor Search
Siavash Haghiri
,
Debarghya Ghoshdastidar
,
Ulrike von Luxburg
NeurIPS
2017
Kernel Functions Based on Triplet Comparisons
Matthäus Kleindessner
,
Ulrike von Luxburg
JMLR
2017
Lens Depth Function and K-Relative Neighborhood Graph: Versatile Tools for Ordinal Data Analysis
Matthäus Kleindessner
,
Ulrike von Luxburg
AISTATS
2015
Dimensionality Estimation Without Distances
Matthäus Kleindessner
,
Ulrike von Luxburg
COLT
2014
Density-Preserving Quantization with Application to Graph Downsampling
Morteza Alamgir
,
Gábor Lugosi
,
Ulrike von Luxburg
JMLR
2014
Hitting and Commute Times in Large Random Neighborhood Graphs
Ulrike von Luxburg
,
Agnes Radl
,
Matthias Hein
COLT
2014
Uniqueness of Ordinal Embedding
Matthäus Kleindessner
,
Ulrike von Luxburg
NeurIPS
2013
Density Estimation from Unweighted K-Nearest Neighbor Graphs: A Roadmap
Ulrike Von Luxburg
,
Morteza Alamgir
ICML
2012
Shortest Path Distance in Random K-Nearest Neighbor Graphs
Morteza Alamgir
,
Ulrike von Luxburg
ICML
2011
Pruning Nearest Neighbor Cluster Trees
Samory Kpotufe
,
Ulrike von Luxburg
ICML
2011
Risk-Based Generalizations of F-Divergences
Dario García-García
,
Ulrike von Luxburg
,
Raúl Santos-Rodríguez
FnTML
2009
Clustering Stability: An Overview
Ulrike von Luxburg
JMLR
2009
Nearest Neighbor Clustering: A Baseline Method for Consistent Clustering with Arbitrary Objective Functions
Sébastien Bubeck
,
Ulrike von Luxburg
COLT
2008
Relating Clustering Stability to Properties of Cluster Boundaries
Shai Ben-David
,
Ulrike von Luxburg
ALT
2007
Cluster Identification in Nearest-Neighbor Graphs
Markus Maier
,
Matthias Hein
,
Ulrike von Luxburg
JMLR
2007
Graph Laplacians and Their Convergence on Random Neighborhood Graphs
Matthias Hein
,
Jean-Yves Audibert
,
Ulrike von Luxburg
COLT
2006
A Sober Look at Clustering Stability
Shai Ben-David
,
Ulrike von Luxburg
,
Dávid Pál
COLT
2005
From Graphs to Manifolds - Weak and Strong Pointwise Consistency of Graph Laplacians
Matthias Hein
,
Jean-Yves Audibert
,
Ulrike von Luxburg
JMLR
2004
A Compression Approach to Support Vector Model Selection
Ulrike von Luxburg
,
Olivier Bousquet
,
Bernhard Schölkopf
JMLR
2004
Distance-Based Classification with Lipschitz Functions (Special Topic on Learning Theory)
Ulrike von Luxburg
,
Olivier Bousquet
COLT
2004
On the Convergence of Spectral Clustering on Random Samples: The Normalized Case
Ulrike von Luxburg
,
Olivier Bousquet
,
Mikhail Belkin
COLT
2003
Distance-Based Classification with Lipschitz Functions
Ulrike von Luxburg
,
Olivier Bousquet