[ECMLPKDD Workshop on Meta-Knowledge Transfer Logo] Proceedings of Machine Learning Research

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Volume 191: ECMLPKDD Workshop on Meta-Knowledge Transfer, 23 September 2022, Grenoble, France

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Editors: Pavel Brazdil, Jan N. van Rijn, Henry Gouk, Felix Mohr

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Contents:

Preface

Advances in Metalearning: ECML/PKDD Workshop on Meta-Knowledge Transfer

Pavel Brazdil, Jan N. van Rijn, Henry Gouk, Felix Mohr; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:1-7

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Contributed Talks

Some advances regarding ontologies and neuro-symbolic artificial intelligence

Pascal Hitzler; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:8-10

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Original Papers

Challenges of Acquiring Compositional Inductive Biases via Meta-Learning

Marie Anastacio, Théo Matricon, Holger Hoos; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:11-23

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NeurIPS’22 Cross-Domain MetaDL competition: Design and baseline results

Dustin Carrión-Ojeda, Hong Chen, Adrian El Baz, Segio Escalera, Chaoyu Guan, Isabelle Guyon, Ihsan Ullah, Xin Wang, Wenwu Zhu; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:24-37

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Searching in the Forest for Local Bayesian Optimization

Difan Deng, Marius Lindauer; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:38-50

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Faster Performance Estimation for NAS with Embedding Proximity Score

Gideon Franken, Prabhant Singh, Joaquin Vanschoren; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:51-61

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Trust Region Meta Learning for Policy Optimization

Manuel Occorso, Luca Sabbioni, Alberto Maria Metelli, Marcello Restelli; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:62-74

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Extended Abstracts

Interpretable Meta-Score for Model Performance: Extended Abstract

Alicja Gosiewska, Katarzyna Woźnica, Przemysław Biecek; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:75-77

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On Usefulness of Outlier Elimination in Classification Tasks: Extended Abstract

Dušan Hetlerovič, Luboš Popelı́nský, Pavel Brazdil, Carlos Soares, Fernando Freitas; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:78-80

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Experiments in Cross-domain Few-shot Learning for Image Classification: Extended Abstract

Hongyu Wang, Huon Fraser, Henry Gouk, Eibe Frank, Bernhard Pfahringer, Michael Mayo, Geoff Holmes; ECMLPKDD Workshop on Meta-Knowledge Transfer, PMLR 191:81-83

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