Thomas Elsken - RankMe

24 papers A* 4Journal 16Unranked 2

Year	Rank	Type	Title / Venue / Authors
2023	J	`jnl`	Neural Architecture Search for Dense Prediction Tasks in Computer Vision. Int. J. Comput. Vis. Rohit Mohan, Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
2023	J	`jnl`	Neural Architecture Search: Insights from 1000 Papers. CoRR Colin White, Mahmoud Safari, Rhea Sanjay Sukthanker, Binxin Ru, Thomas Elsken, Arber Zela, Debadeepta Dey, Frank Hutter
2023	A*	`conf`	Transfer NAS with Meta-learned Bayesian Surrogates. ICLR Gresa Shala, Thomas Elsken, Frank Hutter, Josif Grabocka
2022	J	`jnl`	Neural Architecture Search for Dense Prediction Tasks in Computer Vision. CoRR Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
2021	J	`jnl`	Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization. CoRR Julia Guerrero-Viu, Sven Hauns, Sergio Izquierdo, Guilherme Miotto, Simon Schrodi, Andre Biedenkapp, Thomas Elsken, Difan Deng, Marius Lindauer, Frank Hutter
2021	J	`jnl`	Bag of Tricks for Neural Architecture Search. CoRR Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter
2021	—	`—`	Efficient and practical neural architecture search. Thomas Elsken
2021	A*	`conf`	Neural Ensemble Search for Uncertainty Estimation and Dataset Shift. NeurIPS Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
2020	J	`jnl`	Automated design of error-resilient and hardware-efficient deep neural networks. Neural Comput. Appl. Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
2020	A*	`conf`	Meta-Learning of Neural Architectures for Few-Shot Learning. CVPR Thomas Elsken, Benedikt Staffler, Jan Hendrik Metzen, Frank Hutter
2020	J	`jnl`	Neural Ensemble Search for Performant and Calibrated Predictions. CoRR Sheheryar Zaidi, Arber Zela, Thomas Elsken, Chris C. Holmes, Frank Hutter, Yee Whye Teh
2020	A*	`conf`	Understanding and Robustifying Differentiable Architecture Search. ICLR Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
2019	J	`jnl`	Automated design of error-resilient and hardware-efficient deep neural networks. CoRR Christoph Schorn, Thomas Elsken, Sebastian Vogel, Armin Runge, Andre Guntoro, Gerd Ascheid
2019	—	`conf`	Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution. ICLR (Poster) Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2019	J	`jnl`	Meta-Learning of Neural Architectures for Few-Shot Learning. CoRR Thomas Elsken, Benedikt Staffler, Jan Hendrik Metzen, Frank Hutter
2019	—	`ch.`	Neural Architecture Search. Automated Machine Learning Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2019	J	`jnl`	Neural Architecture Search: A Survey. J. Mach. Learn. Res. Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2019	J	`jnl`	Understanding and Robustifying Differentiable Architecture Search. CoRR Arber Zela, Thomas Elsken, Tonmoy Saikia, Yassine Marrakchi, Thomas Brox, Frank Hutter
2018	J	`jnl`	Multi-objective Architecture Search for CNNs. CoRR Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2018	J	`jnl`	Neural Architecture Search: A Survey. CoRR Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2018	—	`conf`	Simple and efficient architecture search for Convolutional Neural Networks. ICLR (Workshop) Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
2017	J	`jnl`	Simple And Efficient Architecture Search for Convolutional Neural Networks. CoRR Thomas Elsken, Jan Hendrik Metzen, Frank Hutter
1999	J	`jnl`	Smaller nets may perform better: special transfer functions. Neural Networks Thomas Elsken
1997	J	`jnl`	Even on Finite Test Sets Smaller Nets may Perform Better. Neural Networks Thomas Elsken