Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection. - Violeta Teodora Trifunov; Maha Shadaydeh; Jakob Runge; Veronika Eyring; Markus Reichstein; Joachim Denzler (GCPR, 2019)

Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning. - Violeta Teodora Trifunov; Maha Shadaydeh; Björn Barz; Joachim Denzler (ICMLA, 2021)

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model. - Violeta Teodora Trifunov; Maha Shadaydeh; Jakob Runge; Markus Reichstein; Joachim Denzler (IEEE Access, 2021)

Sequential Causal Effect Variational Autoencoder: Time Series Causal Link Estimation under Hidden Confounding. - Violeta Teodora Trifunov; Maha Shadaydeh; Joachim Denzler (CoRR, 2022)