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16.09.2022

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MCML at ECML-PKDD 2022

Seven Accepted Papers (4 Main, and 3 Workshops)

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Grenoble, France, Sep 19-23, 2022

We are happy to announce that MCML researchers have contributed a total of 7 papers to ECML-PKDD 2022: 4 Main, and 3 Workshop papers. Congrats to our researchers!

Main Track (4 papers)

C. M. M. FreyY. MaM. Schubert
SEA: Graph Shell Attention in Graph Neural Networks.
ECML-PKDD 2022 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI

D. RügamerA. Bender • S. Wiegrebe • D. Racek • B. BischlC. L. Müller • C. Stachl
Factorized Structured Regression for Large-Scale Varying Coefficient Models.
ECML-PKDD 2022 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI

N. StraußD. WinkelM. BerrendorfM. Schubert
Reinforcement Learning for Multi-Agent Stochastic Resource Collection.
ECML-PKDD 2022 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI

D. WinkelN. StraußM. SchubertT. Seidl
Risk-Aware Reinforcement Learning for Multi-Period Portfolio Selection.
ECML-PKDD 2022 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI

Workshops (3 papers)

L. Bothmann • S. Strickroth • G. CasalicchioD. Rügamer • M. Lindauer • F. ScheiplB. Bischl
Developing Open Source Educational Resources for Machine Learning and Data Science.
Teaching Machine Learning and Artificial Intelligence Workshop @ECML-PKDD 2022 - 3rd Teaching Machine Learning and Artificial Intelligence Workshop at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. URL

D. Deng • F. Karl • F. Hutter • B. Bischl • M. Lindauer
Efficient Automated Deep Learning for Time Series Forecasting.
Workshops @ECML-PKDD 2022 - Workshops at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. DOI

S. GilhuberM. BerrendorfY. MaT. Seidl
Accelerating Diversity Sampling for Deep Active Learning By Low-Dimensional Representations.
IAL @ECML-PKDD 2022 - 6th International Workshop on Interactive Adaptive Learning at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Grenoble, France, Sep 19-23, 2022. PDF GitHub

#research #top-tier-work #bischl #mueller #ruegamer #scheipl #schubert #seidl #tresp
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