Publications

You can also find my publications on my Google Scholar page.

Conference Papers

J L Gamella*, S Bing*, J Runge
Sanity Checking Causal Representation Learning on a Simple Real-World System
42^nd International Conference on Machine Learning (ICML 2025; Oral)

S Bing, U Ninad, J Wahl, J Runge
Identifying Linearly-Mixed Causal Representations from Multi-Node Interventions
3^rd Conference on Causal Learning and Reasoning (CLeaR 2024)

S Bing, V Fortuin, G Rätsch
On Disenanglement in Gaussian Process Variational Autoencoders
Advances in Approximate Bayesian Inference (AABI 2022)

Journal Articles

S Bing, T Hochsprung, J Wahl, U Ninad, J Runge
Invariance & Causal Representation Learning: Prospects and Limitations
Transactions on Machine Learning Research (2024)

S Bing, A Dittadi, S Bauer, P Schwab
Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations
PLOS Digital Health 1 (7) (2022)

Preprints

S Bing*, J Wahl*, J Runge
Structural Causal Bottleneck Models
arXiv preprint