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2021

  • Guerrero-Viu, Julia and Hauns, Sven and Izquierdo, Sergio and Miotto, Guilherme and Schrodi, Simon and Biedenkapp, André and Elsken, Thomas and Deng, Difan and Lindauer, Marius and Hutter, Frank (arXiv)(bib)
    Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization
    In: arXiv:2105.01015 [cs.LG] (2021)

2020

  • Zaidi, Sheheryar and Zela, Arber and Elsken, Thomas and Holmes, Chris and Hutter, Frank and Teh, Yee Whye (arXiv)(pdf)(slides)(bib)
    Neural Ensemble Search for Performant and Calibrated Predictions
    In: Workshop on Uncertainty and Robustness in Deep Learning (UDL@ICML`20) (2020)
    Oral Presentation (Video presentation)(Code)
  • Elsken, Thomas and Staffler, Benedikt and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(published)(pdf)(bib)
    Meta-Learning of Neural Architectures for Few-Shot Learning
    In: The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
    Oral Presentation (Top 6%)
  • Zela, Arber and Elsken, Thomas and Saikia, Tonmoy and Marrakchi, Yassine and Brox, Thomas and Hutter, Frank (arXiv)(published)(pdf)(slides)(bib)
    Understanding and Robustifying Differentiable Architecture Search
    In: International Conference on Learning Representations
    Oral Presentation (Top 7%)
  • Schorn, Christoph and Elsken, Thomas and Vogel, Sebastian and Runge, Armin and Guntoro, Andre and Ascheid, Gerd (arXiv)(published)(pdf)(bib)
    Automated design of error-resilient and hardware-efficient deep neural networks
    In: Neural Computing and Applications (2020): 1 - 19

2019

  • Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(pdf)(bib)
    Neural Architecture Search: A Survey
    In: Journal of Machine Learning Research 20.55 (2019): 1-21
  • Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(published)(bib)
    Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution
    In: International Conference on Learning Representations

2018

  • Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(bib)
    Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution
    In: ArXiv e-prints 1804.09081 (2018)

2017

  • Elsken, Thomas and Metzen, Jan Hendrik and Hutter, Frank (arXiv)(pdf)(bib)
    Simple And Efficient Architecture Search for Convolutional Neural Networks
    In: NIPS Workshop on Meta-Learning