publications

2024

1. AISTATS (oral)

   General Identifiability and Achievability for Causal Representation Learning

   Burak Varıcı, Emre Acartürk, Karthikeyan Shanmugam, and Ali Tajer

   In Proc. International Conference on Artificial Intelligence and Statistics, May 2024

   Bib PDF Code Poster Slides

   @inproceedings{varici2023general,
     title = {General Identifiability and Achievability for Causal Representation Learning},
     author = {Var{\i}c{\i}, Burak and Acart{\"u}rk, Emre and Shanmugam, Karthikeyan and Tajer, Ali},
     booktitle = {Proc. International Conference on Artificial Intelligence and Statistics},
     year = {2024},
     month = may,
     address = {Valencia, Spain},
   }

2. JSAIT

   Robust Causal Bandits for Linear Models

   Zirui Yan, Arpan Mukherjee, Burak Varıcı, and Ali Tajer

   IEEE Journal on Selected Areas in Information Theory, May 2024

   Bib PDF

   @article{yan2023robust,
     title = {Robust Causal Bandits for Linear Models},
     author = {Yan, Zirui and Mukherjee, Arpan and Var{\i}c{\i}, Burak and Tajer, Ali},
     journal = {IEEE Journal on Selected Areas in Information Theory},
     year = {2024},
   }

3. TMLR

   Separability Analysis for Causal Discovery in Mixture of DAGs

   Burak Varıcı, Dmitriy Katz-Rogozhnikov, Dennis Wei, Prasanna Sattigeri, and Ali Tajer

   Transactions on Machine Learning Research, May 2024

   Bib PDF Code

   @article{varici2024separability,
     title = {Separability Analysis for Causal Discovery in Mixture of {DAG}s},
     author = {Var{\i}c{\i}, Burak and Katz-Rogozhnikov, Dmitriy and Wei, Dennis and Sattigeri, Prasanna and Tajer, Ali},
     journal = {Transactions on Machine Learning Research},
     issn = {2835-8856},
     year = {2024},
     url = {https://openreview.net/forum?id=ALRWXT1RLZ}
   }

4. arXiv

   Score-based causal representation learning: Linear and General Transformations

   Burak Varıcı, Emre Acartürk, Karthikeyan Shanmugam, Abhishek Kumar, and Ali Tajer

   arXiv:2402.00849, May 2024

   Bib PDF

   @article{varici2024scorebased,
     title = {Score-based causal representation learning: Linear and General Transformations},
     author = {Var{\i}c{\i}, Burak and Acart{\"u}rk, Emre and Shanmugam, Karthikeyan and Kumar, Abhishek and Tajer, Ali},
     journal = {arXiv:2402.00849},
     year = {2024},
   }

2023

1. JMLR

   Causal Bandits for Linear Structural Equation Models

   Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, and Ali Tajer

   Journal of Machine Learning Research, May 2023

   Bib PDF Code

   @article{varici2023causal,
     author = {Varici, Burak and Shanmugam, Karthikeyan and Sattigeri, Prasanna and Tajer, Ali},
     title = {Causal Bandits for Linear Structural Equation Models},
     journal = {Journal of Machine Learning Research},
     year = {2023},
     volume = {24},
     number = {297},
     pages = {1--59},
     url = {http://jmlr.org/papers/v24/22-0969.html},
   }

2. arXiv

   Score-based causal representation learning with interventions

   Burak Varıcı, Emre Acartürk, Karthikeyan Shanmugam, Abhishek Kumar, and Ali Tajer

   arXiv:2301.08230, May 2023

   Bib PDF Slides

   @article{varici2023score,
     title = {Score-based causal representation learning with interventions},
     author = {Var{\i}c{\i}, Burak and Acartürk, Emre and Shanmugam, Karthikeyan and Kumar, Abhishek and Tajer, Ali},
     journal = {arXiv:2301.08230},
     year = {2023},
   }

2022

1. UAI

   Intervention target estimation in the presence of latent variables

   Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, and Ali Tajer

   In Proc. Conference on Uncertainty in Artificial Intelligence, Aug 2022

   Bib PDF Code Poster

   @inproceedings{varici2022intervention,
     title = {Intervention target estimation in the presence of latent variables},
     author = {Varici, Burak and Shanmugam, Karthikeyan and Sattigeri, Prasanna and Tajer, Ali},
     booktitle = {Proc. Conference on Uncertainty in Artificial Intelligence},
     pages = {2013--2023},
     year = {2022},
     month = aug,
     address = {Eindhoven, Netherlands},
   }

2021

1. AISTATS

   Learning Shared Subgraphs in Ising Model Pairs

   Burak Varici, Saurabh Sihag, and Ali Tajer

   In Proc. International Conference on Artificial Intelligence and Statistics, Apr 2021

   Bib PDF Poster

   @inproceedings{varici2021learning,
     title = {Learning Shared Subgraphs in Ising Model Pairs},
     author = {Varici, Burak and Sihag, Saurabh and Tajer, Ali},
     booktitle = {Proc. International Conference on Artificial Intelligence and Statistics},
     pages = {3952--3960},
     year = {2021},
     month = apr,
   }

2. NeurIPS

   Scalable Intervention Target Estimation in Linear Models

   Burak Varici, Karthikeyan Shanmugam, Prasanna Sattigeri, and Ali Tajer

   In Proc. Advances in Neural Information Processing Systems, Dec 2021

   Bib PDF Code Poster

   @inproceedings{varici2021scalable,
     title = {Scalable Intervention Target Estimation in Linear Models},
     author = {Varici, Burak and Shanmugam, Karthikeyan and Sattigeri, Prasanna and Tajer, Ali},
     booktitle = {Proc. Advances in Neural Information Processing Systems},
     year = {2021},
     month = dec,
     pages = {1494--1505},
   }