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Burak Varıcı
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Score-based Causal Representation Learning with Interventions
B Varici, E Acarturk, K Shanmugam, A Kumar, A Tajer
arXiv preprint arXiv:2301.08230, 2023
372023
General identifiability and achievability for causal representation learning
B Varici, E Acartürk, K Shanmugam, A Tajer
International Conference on Artificial Intelligence and Statistics, 2314-2322, 2024
19*2024
Causal Bandits for Linear Structural Equation Models
B Varıcı, K Shanmugam, P Sattigeri, A Tajer
Journal of Machine Learning Research 24, 1-59, 2023
142023
Scalable Intervention Target Estimation in Linear Models
B Varici, K Shanmugam, P Sattigeri, A Tajer
Advances in Neural Information Processing Systems 34, 1494-1505, 2021
132021
Robust Causal Bandits for Linear Models
Z Yan, A Mukherjee, B Varıcı, A Tajer
IEEE Journal on Selected Areas in Information Theory, 2024
52024
Intervention Target Estimation in the Presence of Latent Variables
B Varici, K Shanmugam, P Sattigeri, A Tajer
The 38th Conference on Uncertainty in Artificial Intelligence, 2022
52022
Learning Shared Subgraphs in Ising Model Pairs
B Varici, S Sihag, A Tajer
International Conference on Artificial Intelligence and Statistics, 3952-3960, 2021
52021
Score-based causal representation learning: Linear and general transformations
B Varıcı, E Acartürk, K Shanmugam, A Kumar, A Tajer
arXiv preprint arXiv:2402.00849, 2024
42024
Separability Analysis for Causal Discovery in Mixture of DAGs
B Varici, D Katz, D Wei, P Sattigeri, A Tajer
Transactions on Machine Learning Research, 2024
32024
Linear Causal Representation Learning from Unknown Multi-node Interventions
B Varıcı, E Acartürk, K Shanmugam, A Tajer
arXiv preprint arXiv:2406.05937, 2024
22024
Improved Bound for Robust Causal Bandits with Linear Models
Z Yan, A Mukherjee, B Varıcı, A Tajer
arXiv preprint arXiv:2405.07795, 2024
12024
Interventional Causal Discovery in a Mixture of DAGs
B Varıcı, D Katz-Rogozhnikov, D Wei, P Sattigeri, A Tajer
arXiv preprint arXiv:2406.08666, 2024
2024
Causal Learning via Interventions: Estimation and Design
B Varıcı
Rensselaer Polytechnic Institute, 2024
2024
Sample Complexity of Interventional Causal Representation Learning
E Acartürk, B Varıcı, K Shanmugam, A Tajer
The Thirty-eighth Annual Conference on Neural Information Processing Systems, 0
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