Even on Finite Test Sets Smaller Nets may Perform Better. - Thomas Elsken (Neural Networks, 1997)

Smaller nets may perform better: special transfer functions. - Thomas Elsken (Neural Networks, 1999)

Simple and efficient architecture search for Convolutional Neural Networks. - Thomas Elsken; Jan Hendrik Metzen; Frank Hutter (ICLR (Workshop), 2018)

Multi-objective Architecture Search for CNNs. - Thomas Elsken; Jan Hendrik Metzen; Frank Hutter (CoRR, 2018)

Neural Architecture Search. - Thomas Elsken; Jan Hendrik Metzen; Frank Hutter (Automated Machine Learning, 2019)

Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution. - Thomas Elsken; Jan Hendrik Metzen; Frank Hutter (ICLR (Poster), 2019)

Neural Architecture Search: A Survey. - Thomas Elsken; Jan Hendrik Metzen; Frank Hutter (J. Mach. Learn. Res., 2019)

Meta-Learning of Neural Architectures for Few-Shot Learning. - Thomas Elsken; Benedikt Staffler; Jan Hendrik Metzen; Frank Hutter (CVPR, 2020)

Understanding and Robustifying Differentiable Architecture Search. - Arber Zela; Thomas Elsken; Tonmoy Saikia; Yassine Marrakchi; Thomas Brox; Frank Hutter (ICLR, 2020)

Neural Ensemble Search for Performant and Calibrated Predictions. - Sheheryar Zaidi; Arber Zela; Thomas Elsken; Chris C. Holmes; Frank Hutter; Yee Whye Teh (CoRR, 2020)

Automated design of error-resilient and hardware-efficient deep neural networks. - Christoph Schorn; Thomas Elsken; Sebastian Vogel; Armin Runge; Andre Guntoro; Gerd Ascheid (Neural Comput. Appl., 2020)

Neural Ensemble Search for Uncertainty Estimation and Dataset Shift. - Sheheryar Zaidi; Arber Zela; Thomas Elsken; Chris C. Holmes; Frank Hutter; Yee Whye Teh (NeurIPS, 2021)

Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization. - Julia Guerrero-Viu; Sven Hauns; Sergio Izquierdo; Guilherme Miotto; Simon Schrodi; Andre Biedenkapp; Thomas Elsken; Difan Deng; Marius Lindauer; Frank Hutter (CoRR, 2021)

Bag of Tricks for Neural Architecture Search. - Thomas Elsken; Benedikt Staffler; Arber Zela; Jan Hendrik Metzen; Frank Hutter (CoRR, 2021)

Efficient and practical neural architecture search. - Thomas Elsken (2021)

Neural Architecture Search for Dense Prediction Tasks in Computer Vision. - Thomas Elsken; Arber Zela; Jan Hendrik Metzen; Benedikt Staffler; Thomas Brox; Abhinav Valada; Frank Hutter (CoRR, 2022)

Transfer NAS with Meta-learned Bayesian Surrogates. - Gresa Shala; Thomas Elsken; Frank Hutter; Josif Grabocka (ICLR, 2023)

Neural Architecture Search: Insights from 1000 Papers. - Colin White; Mahmoud Safari; Rhea Sukthanker; Binxin Ru; Thomas Elsken; Arber Zela; Debadeepta Dey; Frank Hutter (CoRR, 2023)

Neural Architecture Search for Dense Prediction Tasks in Computer Vision. - Rohit Mohan; Thomas Elsken; Arber Zela; Jan Hendrik Metzen; Benedikt Staffler; Thomas Brox; Abhinav Valada; Frank Hutter (Int. J. Comput. Vis., 2023)