1 code implementation • NeurIPS 2017 • Sven Peter, Elke Kirschbaum, Martin Both, Lee Campbell, Brandon Harvey, Conor Heins, Daniel Durstewitz, Ferran Diego, Fred A. Hamprecht
Cell assemblies, originally proposed by Donald Hebb (1949), are subsets of neurons firing in a temporally coordinated way that gives rise to repeated motifs supposed to underly neural representations and information processing.
1 code implementation • ICLR 2019 • Elke Kirschbaum, Manuel Haußmann, Steffen Wolf, Hannah Jakobi, Justus Schneider, Shehabeldin Elzoheiry, Oliver Kann, Daniel Durstewitz, Fred A. Hamprecht
Neuronal assemblies, loosely defined as subsets of neurons with reoccurring spatio-temporally coordinated activation patterns, or "motifs", are thought to be building blocks of neural representations and information processing.
1 code implementation • 21 Aug 2019 • Elke Kirschbaum, Alberto Bailoni, Fred A. Hamprecht
In order to use the data gained with calcium imaging, it is necessary to extract individual cells and their activity from the recordings.
no code implementations • 15 Jul 2021 • Sergio Hernan Garrido Mejia, Elke Kirschbaum, Dominik Janzing
Another similarly important and challenging task is to quantify the causal influence of a treatment on a target in the presence of confounders.
1 code implementation • 2 Feb 2022 • Luigi Gresele, Julius von Kügelgen, Jonas M. Kübler, Elke Kirschbaum, Bernhard Schölkopf, Dominik Janzing
We introduce an approach to counterfactual inference based on merging information from multiple datasets.
no code implementations • 19 Jul 2023 • Michael Oesterle, Patrick Blöbaum, Atalanti A. Mastakouri, Elke Kirschbaum
Which set of features was responsible for a certain output of a machine learning model?
1 code implementation • 8 Nov 2023 • Michaela Hardt, William R. Orchard, Patrick Blöbaum, Shiva Kasiviswanathan, Elke Kirschbaum
Although the machine learning and systems research communities have proposed various techniques to tackle this problem, there is currently a lack of standardized datasets for quantitative benchmarking.