Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021 - researchr publication

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Georg Krempl, Vincent Lemaire 0001, Daniel Kottke, Andreas Holzinger, Barbara Hammer, editors, Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021. Volume 3079 of CEUR Workshop Proceedings, CEUR-WS.org, 2022. [doi]

Conference: pkdd2022

Abstract is missing.

MetaREVEAL: RL-based Meta-learning from Learning CurvesManh-Hung Nguyen, Isabelle Guyon, Lisheng Sun-Hosoya, Nathan Grinsztajn. 1-20 [doi]

Uncertainty and Utility Sampling with Pre-ClusteringZhixin Huang, Yujiang He, Stephan Vogt, Bernhard Sick. 21-34 [doi]

Evidential Nearest Neighbours in Active LearningDaniel Zhu, Arnaud Martin, Yolande Le Gall, Jean-Christophe Dubois, Vincent Lemaire 0001. 35-49 [doi]

SLAYER: A Semi-supervised Learning Approach for Drifting Data Streams under Extreme Verification LatencyMaria Arostegi, Jesus L. Lobo, Javier Del Ser. 50-64 [doi]

A Concept for Highly Automated Pre-Labeling via Cross-Domain Label Transfer for Perception in Autonomous DrivingMaarten Bieshaar, Marek Herde, Denis Huseljic, Bernhard Sick. 65-69 [doi]

Active Class Selection with Uncertain Class ProportionsMirko Bunse, Katharina Morik. 70-79 [doi]

Sample Noise Impact on Active LearningAlexandre Abraham, Léo Dreyfus-Schmidt. 80-88 [doi]

Contrastive Representations for Label Noise Require Fine-TuningPierre Nodet, Vincent Lemaire 0001, Alexis Bondu, Antoine Cornuéjols. 89-104 [doi]

Combining Gaussian Processes with Neural Networks for Active Learning in OptimizationJirí Ruzicka, Jan Koza, Jirí Tumpach, Zbynek Pitra, Martin Holena. 105-120 [doi]

Stochastic Adversarial Gradient Embedding for Active Domain AdaptationVictor Bouvier, Philippe Very, Clément Chastagnol, Myriam Tami, Céline Hudelot. 121-137 [doi]

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