Sparse convolutional coding for neuronal assembly detection. - Sven Peter; Elke Kirschbaum; Martin Both; Lee Campbell; Brandon Harvey; Conor Heins; Daniel Durstewitz; Ferran Diego; Fred A. Hamprecht (NIPS, 2017)

LeMoNADe: Learned Motif and Neuronal Assembly Detection in calcium imaging videos. - Elke Kirschbaum; Manuel Haußmann; Steffen Wolf 001; Hannah Sonntag; Justus Schneider; Shehabeldin Elzoheiry; Oliver Kann; Daniel Durstewitz; Fred A. Hamprecht (ICLR (Poster), 2019)

DISCo for the CIA: Deep learning, Instance Segmentation, and Correlations for Calcium Imaging Analysis. - Elke Kirschbaum; Alberto Bailoni; Fred A. Hamprecht (CoRR, 2019)

Novel Machine Learning Approaches for Neurophysiological Data Analysis. - Elke Kirschbaum (2019)

DISCo: Deep Learning, Instance Segmentation, and Correlations for Cell Segmentation in Calcium Imaging. - Elke Kirschbaum; Alberto Bailoni; Fred A. Hamprecht (MICCAI (5), 2020)

Obtaining Causal Information by Merging Datasets with MAXENT. - Sergio Hernan Garrido Mejia; Elke Kirschbaum; Dominik Janzing (AISTATS, 2022)

Causal Inference Through the Structural Causal Marginal Problem. - Luigi Gresele; Julius von Kügelgen; Jonas M. Kübler; Elke Kirschbaum; Bernhard Schölkopf; Dominik Janzing (ICML, 2022)

The PetShop Dataset - Finding Causes of Performance Issues across Microservices. - Michaela Hardt; William Roy Orchard; Patrick Blöbaum; Elke Kirschbaum; Shiva Prasad Kasiviswanathan (CLeaR, 2024)

Estimating Joint interventional distributions from marginal interventional data. - Sergio Hernan Garrido Mejia; Elke Kirschbaum; Armin Kekic; Atalanti-Anastasia Mastakouri (CoRR, 2024)

β-calibration of Language Model Confidence Scores for Generative QA. - Putra Manggala; Atalanti-Anastasia Mastakouri; Elke Kirschbaum; Shiva Prasad Kasiviswanathan; Aaditya Ramdas (CoRR, 2024)

Score matching through the roof: linear, nonlinear, and latent variables causal discovery. - Francesco Montagna; Philipp Michael Faller; Patrick Blöbaum; Elke Kirschbaum; Francesco Locatello (CLeaR, 2025)

Beyond Single-Feature Importance with ICECREAM. - Michael Oesterle; Patrick Blöbaum; Atalanti-Anastasia Mastakouri; Elke Kirschbaum (CLeaR, 2025)

QA-Calibration of Language Model Confidence Scores. - Putra Manggala; Atalanti-Anastasia Mastakouri; Elke Kirschbaum; Shiva Prasad Kasiviswanathan; Aaditya Ramdas (ICLR, 2025)