TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation SG Müller, F Hutter Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021 | 214 | 2021 |
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second N Hollmann, S Müller, K Eggensperger, F Hutter The Eleventh International Conference on Learning Representations (ICLR), 2023 | 111 | 2023 |
Transformers Can Do Bayesian Inference S Müller, N Hollmann, SP Arango, J Grabocka, F Hutter The Tenth International Conference on Learning Representations (ICLR), 2022 | 69 | 2022 |
Large language models for automated data science: Introducing caafe for context-aware automated feature engineering N Hollmann, S Müller, F Hutter Advances in Neural Information Processing Systems 36, 2024 | 18* | 2024 |
On the importance of hyperparameters and data augmentation for self-supervised learning D Wagner, F Ferreira, D Stoll, RT Schirrmeister, S Müller, F Hutter arXiv preprint arXiv:2207.07875, 2022 | 14 | 2022 |
PFNs4BO: In-Context Learning for Bayesian Optimization S Müller, M Feurer, N Hollmann, F Hutter ICML 2023, 2023 | 8 | 2023 |
Efficient bayesian learning curve extrapolation using prior-data fitted networks S Adriaensen, H Rakotoarison, S Müller, F Hutter Advances in Neural Information Processing Systems 36, 2024 | 7 | 2024 |
Simulation-Based Comparison of Novel Automated Construction Systems L Herrmann, R Boumann, M Lehmann, S Müller, T Bruckmann Robotics 11 (6), 119, 2022 | 2 | 2022 |
In-loop meta-learning with gradient-alignment reward S Müller, A Biedenkapp, F Hutter arXiv preprint arXiv:2102.03275, 2021 | 1 | 2021 |
Method and control device for generating training data for training a machine learning algorithm F Hutter, SG Mueller US Patent App. 17/657,396, 2022 | | 2022 |
Training of machine learning systems for image processing SG Mueller, A Biedenkapp, F Hutter US Patent App. 17/573,723, 2022 | | 2022 |
Byte-Pair Encoding for Text-to-SQL Generation S Müller, A Vlachos arXiv preprint arXiv:1910.08962, 2019 | | 2019 |