Causal Inference 101
Workshop for Bolashak Data Science Fellow
UIUC | December 12, 2025
Slides
Debiased Front-Door Learners for Heterogeneous Effects
Causal Data Science Meeting, 2025 (https://www.causalscience.org/)
Online (https://www.causalscience.org/) | November 12, 2025
Slides
Causal Data Science: Estimating Identifiable Causal Effects
Department of Statistics, University of Illinois Urbana-Champaign (UIUC)
University of Illinois Urbana-Champaign (UIUC), United States | October 30, 2025
Slides
Unified Covariate Adjustment: Estimating Multilinear Causal Estimands
INFORMS, 2025
INFORMS, 2025 | September 26, 2025
Slides
(PhD Defense) Causal Data Science: Estimating Identifiable Causal Effects
Purdue Computer Science
Purdue University, United States | June 06, 2025
Slides
Causal Data Science: Estimating Identifiable Causal Effects
KAIST
Online | April 25, 2025
Slides
On Measuring Causal Contributions via do-interventions
Samsung
Online | May 08, 2024
Slides
Estimating Joint Treatment Effect from Marginal Experiments
Purdue Business School, QM Department
Purdue University, United States | November 11, 2023
Slides
Lecture series (3) Application of Causality for Human-Centered AI/ML
University of Seoul
University of Seoul, Seoul, Korea | July 13, 2022
SlidesVideo
Lecture series (2) Estimating Any Identifiable Causal Effects
University of Seoul
University of Seoul, Seoul, Korea | July 12, 2022
SlidesVideo
Lecture series (1) Tutorial on Structural Causal Model
University of Seoul
University of Seoul, Seoul, Korea | July 11, 2022
SlidesVideo
Estimating Identifiable Causal Effects and its Application toward Interpretable ML/AI
Seoul National University
Seoul National University, Seoul, Korea | July 01, 2022
Slides
Tutorial on Double/Debiased Machine Learning
Naver Clova AI
Naver Clova AI, Korea | June 30, 2022
Slides
Shortcut Learning in Machine Learning -- Challenges, Analysis, Solutions
FAccT 2022
Seoul, Korea | June 22, 2022
SlidesVideo