15.09.2023
MCML at ECML-PKDD 2023
15 Accepted Papers (9 Main, and 6 Workshops)
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Turin, Italy, Sep 18-22, 2023
We are happy to announce that MCML researchers have contributed a total of 15 papers to ECML-PKDD 2023: 9 Main, and 6 Workshop papers. Congrats to our researchers!
Main Track (9 papers)
S. Dandl • G. Casalicchio • B. Bischl • L. Bothmann
Interpretable Regional Descriptors: Hyperbox-Based Local Explanations.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Interpretable Regional Descriptors: Hyperbox-Based Local Explanations.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Z. Ding • J. Wu • Z. Li • Y. Ma • V. Tresp
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs Using Confidence-Augmented Reinforcement Learning.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI GitHub
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs Using Confidence-Augmented Reinforcement Learning.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI GitHub
S. Gilhuber • J. Busch • D. Rotthues • C. M. M. Frey • T. Seidl
DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
DiffusAL: Coupling Active Learning with Graph Diffusion for Label-Efficient Node Classification.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
S. Gilhuber • R. Hvingelby • M. L. A. Fok • T. Seidl
How to Overcome Confirmation Bias in Semi-Supervised Image Classification by Active Learning.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
How to Overcome Confirmation Bias in Semi-Supervised Image Classification by Active Learning.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
S. Haas • E. Hüllermeier
Rectifying Bias in Ordinal Observational Data Using Unimodal Label Smoothing.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Rectifying Bias in Ordinal Observational Data Using Unimodal Label Smoothing.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
M. Klein • C. Leiber • C. Böhm
k-SubMix: Common Subspace Clustering on Mixed-Type Data.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
k-SubMix: Common Subspace Clustering on Mixed-Type Data.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
M. Muschalik • F. Fumagalli • B. Hammer • E. Hüllermeier
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
L. Rauch • M. Aßenmacher • D. Huseljic • M. Wirth • B. Bischl • B. Sick
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
J. G. Wiese • L. Wimmer • T. Papamarkou • B. Bischl • S. Günnemann • D. Rügamer
Towards Efficient MCMC Sampling in Bayesian Neural Networks by Exploiting Symmetry.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. Best Paper Award. DOI
Towards Efficient MCMC Sampling in Bayesian Neural Networks by Exploiting Symmetry.
ECML-PKDD 2023 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. Best Paper Award. DOI
Workshops (6 papers)
M. Aßenmacher • L. Rauch • J. Goschenhofer • A. Stephan • B. Bischl • B. Roth • B. Sick
Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering.
IAL @ECML-PKDD 2023 - 7th International Workshop on Interactive Adaptive Learning at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. PDF
Towards Enhancing Deep Active Learning with Weak Supervision and Constrained Clustering.
IAL @ECML-PKDD 2023 - 7th International Workshop on Interactive Adaptive Learning at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. PDF
P. Becker • V. Bengs
Shapley-Based Feature Selection for Online Algorithm Selection.
DynXAI @ECML-PKDD 2023 - Workshop on Explainable Artificial Intelligence: From Static to Dynamic at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Shapley-Based Feature Selection for Online Algorithm Selection.
DynXAI @ECML-PKDD 2023 - Workshop on Explainable Artificial Intelligence: From Static to Dynamic at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
T. Kaufmann • S. Ball • J. Beck • E. Hüllermeier • F. Kreuter
On the challenges and practices of reinforcement learning from real human feedback.
HLDM @ECML-PKDD 2023 - 1st Workshop on Hybrid Human-Machine Learning and Decision Making at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
On the challenges and practices of reinforcement learning from real human feedback.
HLDM @ECML-PKDD 2023 - 1st Workshop on Hybrid Human-Machine Learning and Decision Making at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
I. T. Öztürk • R. Nedelchev • C. Heumann • E. Garces Arias • M. Roger • B. Bischl • M. Aßenmacher
How Different Is Stereotypical Bias Across Languages?
BIAS @ECML-PKDD 2023 - 3rd Workshop on Bias and Fairness in AI at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
How Different Is Stereotypical Bias Across Languages?
BIAS @ECML-PKDD 2023 - 3rd Workshop on Bias and Fairness in AI at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
E. Terzieva • M. Muschalik • P. Hofman • E. Hüllermeier
Identifying Trends in Feature Attributions During Training of Neural Networks.
Uncertainty meets Explainability @ECML-PKDD 2023 - Workshop Uncertainty meets Explainability in Machine Learning at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
Identifying Trends in Feature Attributions During Training of Neural Networks.
Uncertainty meets Explainability @ECML-PKDD 2023 - Workshop Uncertainty meets Explainability in Machine Learning at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
S. Urchs • V. Thurner • M. Aßenmacher • C. Heumann • S. Thiemichen
How Prevalent is Gender Bias in ChatGPT? - Exploring German and English ChatGPT Responses.
BDCA @ECML-PKDD 2023 - 1st Workshop on Biased Data in Conversational Agents at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
How Prevalent is Gender Bias in ChatGPT? - Exploring German and English ChatGPT Responses.
BDCA @ECML-PKDD 2023 - 1st Workshop on Biased Data in Conversational Agents at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Turin, Italy, Sep 18-22, 2023. DOI
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