Simplifying Probabilistic Expressions in Causal Inference. - Santtu Tikka; Juha Karvanen (J. Mach. Learn. Res., 2017)

Enhancing Identification of Causal Effects by Pruning. - Santtu Tikka; Juha Karvanen (J. Mach. Learn. Res., 2017)

Identifying Causal Effects via Context-specific Independence Relations. - Santtu Tikka; Antti Hyttinen; Juha Karvanen (NeurIPS, 2019)

Surrogate outcomes and transportability. - Santtu Tikka; Juha Karvanen (Int. J. Approx. Reason., 2019)

Causal Effect Identification from Multiple Incomplete Data Sources: A General Search-Based Approach. - Santtu Tikka; Antti Hyttinen; Juha Karvanen (J. Stat. Softw., 2021)

Clustering and Structural Robustness in Causal Diagrams. - Santtu Tikka; Jouni Helske; Juha Karvanen (J. Mach. Learn. Res., 2023)

Identifying Counterfactual Queries with the R Package cfid. - Santtu Tikka (R J., 2023)

Simulating Counterfactuals. - Juha Karvanen; Santtu Tikka; Matti Vihola (J. Artif. Intell. Res., 2024)

Transition Network Analysis: A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes. - Mohammed Saqr; Sonsoles López-Pernas; Tiina Törmänen; Rogers Kaliisa; Kamila Misiejuk; Santtu Tikka (LAK, 2025)

Clustering and Pruning in Causal Data Fusion. - Otto Tabell; Santtu Tikka; Juha Karvanen (CoRR, 2025)