Search Results for author: Benedikt Staffler

Found 4 papers, 2 papers with code

Bag of Tricks for Neural Architecture Search

no code implementations8 Jul 2021 Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter

While neural architecture search methods have been successful in previous years and led to new state-of-the-art performance on various problems, they have also been criticized for being unstable, being highly sensitive with respect to their hyperparameters, and often not performing better than random search.

Neural Architecture Search

Meta-Learning of Neural Architectures for Few-Shot Learning

1 code implementation CVPR 2020 Thomas Elsken, Benedikt Staffler, Jan Hendrik Metzen, Frank Hutter

The recent progress in neural architecture search (NAS) has allowed scaling the automated design of neural architectures to real-world domains, such as object detection and semantic segmentation.

Few-Shot Learning Neural Architecture Search +2

Detecting Synapse Location and Connectivity by Signed Proximity Estimation and Pruning with Deep Nets

1 code implementation8 Jul 2018 Toufiq Parag, Daniel Berger, Lee Kamentsky, Benedikt Staffler, Donglai Wei, Moritz Helmstaedter, Jeff W. Lichtman, Hanspeter Pfister

The few methods that computes direction along with contact location have only been demonstrated to work on either dyadic (most common in vertebrate brain) or polyadic (found in fruit fly brain) synapses, but not on both types.

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