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PhD Student

Samuel Müller

Postal address
Institut für Informatik
Albert-Ludwigs-Universität Freiburg
Sekretariat Hutter/Maschinelles Lernen
Georges-Köhler-Allee 074
79110 Freiburg, Germany
Fax
+49 761 203-74217
Office
Building 74, Room 00-014
Personal Website
Building 74, Room 00-017

Publications

2022

Hollmann, Noah; Müller, Samuel; Eggensperger, Katharina; Hutter, Frank

Meta-Learning a Real-Time Tabular AutoML Method For Small Data Inproceedings

In: arxiv.2207.01848, 2022.

Wagner, Diane; Ferreira, Fabio; Stoll, Danny; Schirrmeister, Robin Tibor; Müller, Samuel; Hutter, Frank

On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning Workshop

ICML Pre-training Workshop, 2022.

Müller, Samuel; Hollmann, Noah; Arango, Sebastian Pineda; Grabocka, Josif; Hutter, Frank

Transformers Can Do Bayesian Inference Inproceedings

In: 10th International Conference on Learning Representations, ICLR 2022, 2022.

2021

Müller, Samuel; Hutter, Frank

TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Inproceedings

In: ICCV, 2021, (Oral Presentation (Top 3%)).

Müller, Samuel; Biedenkapp, André; Hutter, Frank

In-Loop Meta-Learning with Gradient-Alignment Reward Inproceedings

In: AAAI workshop on Meta-Learning Challenges, 2021.