2 papers
cs.LG2026
TriOpt: A Scalable Algorithm for Linear Causal Discovery
Rafat Ashraf Joy, Elena Zheleva
Learning causal relations from observational data is challenging because the graph search space grows super-exponentially with the number of variables. Ordering-based methods reduc…
cs.LG2026
Causal Representation Learning from Network Data
Jifan Zhang, Michelle M. Li, Elena Zheleva
Causal disentanglement from soft interventions is identifiable under the assumptions of linear interventional faithfulness and availability of both observational and interventional…