How to find a unicorn: a novel model-free, unsupervised anomaly detection method for time series. - Zsigmond Benko; Tamás Bábel; Zoltán Somogyvári (CoRR, 2020)

Reconstructing common latent input from time series with the mapper-coach network and error backpropagation. - Zsigmond Benko; Zoltán Somogyvári (CoRR, 2021)

Relaxation of Some Confusions about Confounders. - Ádám Zlatniczki; Marcell Stippinger; Zsigmond Benko; Zoltán Somogyvári; András Telcs (Entropy, 2021)

Manifold-adaptive dimension estimation revisited. - Zsigmond Benko; Marcell Stippinger; Roberta Rehus; Attila Bencze; Dániel Fabó; Boglárka Hajnal; Loránd G. Eröss; András Telcs; Zoltán Somogyvári (PeerJ Comput. Sci., 2022)

Detecting Causality in the Frequency Domain with Cross-Mapping Coherence. - Zsigmond Benko; Bálint Varga; Marcell Stippinger; Zoltán Somogyvári (CoRR, 2024)

Inference of hidden common driver dynamics by anisotropic self-organizing neural networks. - Zsigmond Benko; Marcell Stippinger; Zoltán Somogyvári (CoRR, 2025)