Burak Varıcı
I am a postdoctoral researcher in the Machine Learning Department at Carnegie Mellon University, working with Pradeep Ravikumar.
Previously, I recently obtained my Ph.D. degree in the Department of Electrical, Computer and Systems Engineering (ECSE), Rensselaer Polytechnic Institute (RPI), advised by Ali Tajer. I was also an IBM AI Horizons Scholar and worked closely with a number of collaborators, including Karthikeyan Shanmugam and Prasanna Sattigeri.
My research interests are centered on causal inference from interventions. During my Ph.D., I have focused on leveraging the shared causal mechanisms and the role of interventions across different data environments. Specifically, I have been developing methodology for causal representation learning, sequential intervention design, and causal structure learning.
news
Jun 12, 2024 | Manuscript on causal discovery: Interventional Causal Discovery in a Mixture of DAGs. |
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Jun 9, 2024 | Manuscript on CRL from multi-node interventions!: Linear Causal Representation Learning from Unknown Multi-node Interventions. |
Mar 6, 2024 | Our paper Robust Causal Bandits for Linear Models is published in JSAIT. |
Feb 1, 2024 | New manuscript on CRL: Score-based Causal Representation Learning: Linear and General Transformations. |
Jan 21, 2024 | Our paper General Identifiability and Achievability for Causal Representation Learning is accepted for an ✨oral presentation✨ at AISTATS 2024! |