AK
Aaron Klein
cs.LGstat.MLcs.AIcs.CLcs.CVq-bio.NCstat.AP
On Valency
published · living versionsW_ccx6rfnx·v1 · currentpublished
The Shape of the DPO Hyperparameter Landscape: What to Measure, How It Moves with Scale, and When Not to Transfer It
with Hannan Mahadik, David Salinas, Jacek Golebiowski
1 version
Preprints & journals
24 papers in the corpus · 2016–2026Turnslide: Scalable Multi-Turn Data Synthesis by Walking a Finite-State Machine2610.07070v1 · Aaron Fainman, Gabriela Kadlecov'a, Maciej Gryka et al.2026 · 0 citationsarXiv
Where to Begin: Efficient Pretraining via Subnetwork Selection and Distillation2510.07227v2 · Arjun Krishnakumar, Rhea Sanjay Sukthanker, Hannan Javed Mahadik et al.2025 · 0 citationsarXiv
Improving LLM-based Global Optimization with Search Space Partitioning2505.21372v2 · Andrej Schwanke, Lyubomir Ivanov, David Salinas et al.2025 · 0 citationsarXiv
Hyperband-based Bayesian Optimization for Black-box Prompt Selection2412.07820v2 · Lennart Schneider, Martin Wistuba, Aaron Klein et al.2024 · 0 citationsarXiv
Hyperparameter Optimization in Machine Learning2410.22854v3 · Luca Franceschi, Michele Donini, Valerio Perrone et al.2024 · 42 citationsFoundations and Trends in Machine Learning, Vol. 18, No. 6 (2025) 1054-1201
Compressing Large Language Models with Automated Sub-Network Search2410.06479v3 · Rhea Sanjay Sukthanker, Benedikt Staffler, Frank Hutter et al.2024 · 0 citationsarXiv
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models2405.10299v3 · Rhea Sanjay Sukthanker, Arber Zela, Benedikt Staffler et al.2024 · 1 citationarXiv
Structural Pruning of Pre-trained Language Models via Neural Architecture Search2405.02267v2 · Aaron Klein, Jacek Golebiowski, Xingchen Ma et al.2024 · 0 citationsarXiv
Obeying the Order: Introducing Ordered Transfer Hyperparameter Optimisation2306.16916v1 · Sigrid Passano Hellan, Huibin Shen, Francois-Xavier Aubet et al.2023 · 0 citationsarXiv
Optimizing Hyperparameters with Conformal Quantile Regression2305.03623v1 · David Salinas, Jacek Golebiowski, Aaron Klein et al.2023 · 3 citationsarXiv
HPOBench: A Collection of Reproducible Multi-Fidelity Benchmark Problems for HPO2109.06716v3 · Katharina Eggensperger, Philipp Muller, Neeratyoy Mallik et al.2021 · 30 citationsarXiv
Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints2109.06011v1 · Jan Sosulski, David Hubner, Aaron Klein et al.2021 · 2 citationsarXiv
Hyperparameter Transfer Learning with Adaptive Complexity2102.12810v1 · Samuel Horv'ath, Aaron Klein, Peter Richt'arik et al.2021 · 5 citationsarXiv
BORE: Bayesian Optimization by Density-Ratio Estimation2102.09009v1 · Louis C. Tiao, Aaron Klein, Matthias Seeger et al.2021 · 10 citationsarXiv
Model-based Asynchronous Hyperparameter and Neural Architecture Search2003.10865v2 · Aaron Klein, Louis C. Tiao, Thibaut Lienart et al.2020 · 19 citationsarXiv
Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings1910.04522v1 · Matilde Gargiani, Aaron Klein, Stefan Falkner et al.2019 · 3 citationsarXiv
Meta-Surrogate Benchmarking for Hyperparameter Optimization1905.12982v2 · Aaron Klein, Zhenwen Dai, Frank Hutter et al.2019 · 20 citationsarXiv
Tabular Benchmarks for Joint Architecture and Hyperparameter Optimization1905.04970v1 · Aaron Klein, Frank Hutter2019 · 48 citationsarXiv
NAS-Bench-101: Towards Reproducible Neural Architecture Search1902.09635v2 · Chris Ying, Aaron Klein, Esteban Real et al.2019 · 297 citationsarXiv
Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search1807.06906v1 · Arber Zela, Aaron Klein, Stefan Falkner et al.2018 · 134 citationsICML 2018 AutoML Workshop
BOHB: Robust and Efficient Hyperparameter Optimization at Scale1807.01774v1 · Stefan Falkner, Aaron Klein, Frank Hutter2018 · 530 citationsarXiv
Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow1802.07095v4 · Eddy Ilg, Ozgun Cicek, Silvio Galesso et al.2018 · 227 citationsarXiv
Asynchronous Stochastic Gradient MCMC with Elastic Coupling1612.00767v2 · Jost Tobias Springenberg, Aaron Klein, Stefan Falkner et al.2016 · 0 citationsarXiv
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets1605.07079v2 · Aaron Klein, Stefan Falkner, Simon Bartels et al.2016 · 425 citationsarXiv
Career total: 40 works. 24 are in this corpus.
Profile built from the corpus for this byline.
Author records are still filling in while the Hub is in alpha. If this is your page, you'll be able to claim it soon. Spot a mistake? Tell us.