Learning to Design RNA. - Frederic Runge; Danny Stoll; Stefan Falkner; Frank Hutter (ICLR (Poster), 2019)

Hyperparameter Transfer Across Developer Adjustments. - Danny Stoll; Jörg K. H. Franke; Diane Wagner; Simon Selg; Frank Hutter (CoRR, 2020)

Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019. - Zhengying Liu; Adrien Pavao; Zhen Xu 007; Sergio Escalera; Fabio Ferreira; Isabelle Guyon; Sirui Hong; Frank Hutter; Rongrong Ji; Júlio C. S. Jacques Júnior; Ge Li; Marius Lindauer; et al. (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

$ pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization. - Carl Hvarfner; Danny Stoll; Artur L. F. Souza; Marius Lindauer; Frank Hutter; Luigi Nardi (ICLR, 2022)

JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search. - Archit Bansal; Danny Stoll; Maciej Janowski; Arber Zela; Frank Hutter (NeurIPS, 2022)

πBO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization. - Carl Hvarfner; Danny Stoll; Artur L. F. Souza; Marius Lindauer; Frank Hutter; Luigi Nardi (CoRR, 2022)

On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning. - Diane Wagner; Fabio Ferreira; Danny Stoll; Robin Tibor Schirrmeister; Samuel Müller 005; Frank Hutter (CoRR, 2022)

Towards Discovering Neural Architectures from Scratch. - Simon Schrodi; Danny Stoll; Binxin Ru; Rhea Sukthanker; Thomas Brox; Frank Hutter (CoRR, 2022)

PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning. - Neeratyoy Mallik; Edward Bergman; Carl Hvarfner; Danny Stoll; Maciej Janowski; Marius Lindauer; Luigi Nardi; Frank Hutter (NeurIPS, 2023)

Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars. - Simon Schrodi; Danny Stoll; Binxin Ru; Rhea Sukthanker; Thomas Brox; Frank Hutter (NeurIPS, 2023)

LMEMs for post-hoc analysis of HPO Benchmarking. - Anton Geburek; Neeratyoy Mallik; Danny Stoll; Xavier Bouthillier; Frank Hutter (CoRR, 2024)