Julian Rodemann

37 papers A* 2A 2Journal 26Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
Beyond Arrow: From Impossibility to Possibilities in Multi-Criteria Benchmarking.
CoRR
Polina Gordienko, Christoph Jansen, Julian Rodemann, Georg Schollmeyer
2026 J jnl
Incentive Aware AI Regulations: A Credal Characterisation.
CoRR
Anurag Singh, Julian Rodemann, Rajeev Verma, Siu Lun Chau, Krikamol Muandet
2026 J jnl
Performative Learning Theory.
CoRR
Julian Rodemann, Unai Fischer Abaigar, James Bailie, Krikamol Muandet
2026 J jnl
Quantification of Credal Uncertainty: A Distance-Based Approach.
CoRR
Xabier Gonzalez-Garcia, Siu Lun Chau, Julian Rodemann, Michele Caprio, Krikamol Muandet, Humberto Bustince, Sébastien Destercke, Eyke Hüllermeier, Yusuf Sale
2026 J jnl
Self-Supervised Laplace Approximation for Bayesian Uncertainty Quantification.
Trans. Mach. Learn. Res.
Julian Rodemann, Alexander Marquard, Thomas Augustin, Michele Caprio
2025 J jnl
A Statistical Case Against Empirical Human-AI Alignment.
CoRR
Julian Rodemann, Esteban Garces Arias, Christoph Luther, Christoph Jansen, Thomas Augustin
2025 — conf
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration for Exosuit Personalization.
ECML/PKDD (8)
Julian Rodemann, Federico Croppi, Philipp Arens, Yusuf Sale, Julia Herbinger, Bernd Bischl, Eyke Hüllermeier, Thomas Augustin, Conor J. Walsh, Giuseppe Casalicchio
2025 — conf
GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation.
EMNLP (Findings)
Yuanhao Ding, Esteban Garces Arias, Meimingwei Li, Julian Rodemann, Matthias Aßenmacher, Danlu Chen, Gaojuan Fan, Christian Heumann, Chongsheng Zhang
2025 J jnl
GUARD: Glocal Uncertainty-Aware Robust Decoding for Effective and Efficient Open-Ended Text Generation.
CoRR
Yuanhao Ding, Esteban Garces Arias, Meimingwei Li, Julian Rodemann, Matthias Aßenmacher, Danlu Chen, Gaojuan Fan, Christian Heumann, Chongsheng Zhang
2025 J jnl
Generalization Bounds and Stopping Rules for Learning with Self-Selected Data.
CoRR
Julian Rodemann, James Bailie
2025 J jnl
Statistical Multicriteria Evaluation of LLM-Generated Text.
CoRR
Esteban Garces Arias, Hannah Blocher, Julian Rodemann, Matthias Aßenmacher, Christoph Jansen
2025 J jnl
The Geometry of Creative Variability: How Credal Sets Expose Calibration Gaps in Language Models.
CoRR
Esteban Garces Arias, Julian Rodemann, Christian Heumann
2024 — conf
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text Generation.
EMNLP (Findings)
Esteban Garces Arias, Julian Rodemann, Meimingwei Li, Christian Heumann, Matthias Aßenmacher
2024 J jnl
Adaptive Contrastive Search: Uncertainty-Guided Decoding for Open-Ended Text Generation.
CoRR
Esteban Garces Arias, Julian Rodemann, Meimingwei Li, Christian Heumann, Matthias Aßenmacher
2024 J jnl
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration.
CoRR
Julian Rodemann, Federico Croppi, Philipp Arens, Yusuf Sale, Julia Herbinger, Bernd Bischl, Eyke Hüllermeier, Thomas Augustin, Conor J. Walsh, Giuseppe Casalicchio
2024 J jnl
How to Choose a Reinforcement-Learning Algorithm.
CoRR
Fabian Bongratz, Vladimir Golkov, Lukas Mautner, Luca Della Libera, Frederik Heetmeyer, Felix Czaja, Julian Rodemann, Daniel Cremers
2024 J jnl
Imprecise Bayesian optimization.
Knowl. Based Syst.
Julian Rodemann, Thomas Augustin
2024 J jnl
Learning de-biased regression trees and forests from complex samples.
Mach. Learn.
Malte Nalenz, Julian Rodemann, Thomas Augustin
2024 — conf
Partial Rankings of Optimizers.
Tiny Papers @ ICLR
Julian Rodemann, Hannah Blocher
2024 J jnl
Partial Rankings of Optimizers.
CoRR
Julian Rodemann, Hannah Blocher
2024 A* conf
Reciprocal Learning.
NeurIPS
Julian Rodemann, Christoph Jansen, Georg Schollmeyer
2024 J jnl
Reciprocal Learning.
CoRR
Julian Rodemann, Christoph Jansen, Georg Schollmeyer
2024 J jnl
Semi-Supervised Learning guided by the Generalized Bayes Rule under Soft Revision.
CoRR
Stefan Dietrich, Julian Rodemann, Christoph Jansen
2024 A* conf
Statistical Multicriteria Benchmarking via the GSD-Front.
NeurIPS
Christoph Jansen, Georg Schollmeyer, Julian Rodemann, Hannah Blocher, Thomas Augustin
2024 J jnl
Statistical Multicriteria Benchmarking via the GSD-Front.
CoRR
Christoph Jansen, Georg Schollmeyer, Julian Rodemann, Hannah Blocher, Thomas Augustin
2024 J jnl
Towards Bayesian Data Selection.
CoRR
Julian Rodemann
2024 J jnl
Towards Better Open-Ended Text Generation: A Multicriteria Evaluation Framework.
CoRR
Esteban Garces Arias, Hannah Blocher, Julian Rodemann, Meimingwei Li, Christian Heumann, Matthias Aßenmacher
2023 J jnl
Approximate Bayes Optimal Pseudo-Label Selection.
CoRR
Julian Rodemann, Jann Goschenhofer, Emilio Dorigatti, Thomas Nagler, Thomas Augustin
2023 A conf
Approximately Bayes-optimal pseudo-label selection.
UAI
Julian Rodemann, Jann Goschenhofer, Emilio Dorigatti, Thomas Nagler, Thomas Augustin
2023 J jnl
In all LikelihoodS: How to Reliably Select Pseudo-Labeled Data for Self-Training in Semi-Supervised Learning.
CoRR
Julian Rodemann, Christoph Jansen, Georg Schollmeyer, Thomas Augustin
2023 — conf
In all likelihoods: robust selection of pseudo-labeled data.
ISIPTA
Julian Rodemann, Christoph Jansen, Georg Schollmeyer, Thomas Augustin
2023 J jnl
Pseudo Label Selection is a Decision Problem.
CoRR
Julian Rodemann
2023 J jnl
Robust Statistical Comparison of Random Variables with Locally Varying Scale of Measurement.
CoRR
Christoph Jansen, Georg Schollmeyer, Hannah Blocher, Julian Rodemann, Thomas Augustin
2023 A conf
Robust statistical comparison of random variables with locally varying scale of measurement.
UAI
Christoph Jansen, Georg Schollmeyer, Hannah Blocher, Julian Rodemann, Thomas Augustin
2022 — conf
Accounting for Gaussian Process Imprecision in Bayesian Optimization.
IUKM
Julian Rodemann, Thomas Augustin
2022 — conf
Levelwise Data Disambiguation by Cautious Superset Classification.
SUM
Julian Rodemann, Dominik Kreiss, Eyke Hüllermeier, Thomas Augustin
2021 J jnl
Accounting for Gaussian Process Imprecision in Bayesian Optimization.
CoRR
Julian Rodemann, Thomas Augustin