Sitemap
A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
Future Blog Post
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Blog Post number 4
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 2
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 1
Published:
This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
publications
Undersmoothing Causal Estimators With Generative Trees
Published in IEEE Access, 2024
Using Generative Trees to generate new samples and undersmooth downstream causal estimators.
Recommended citation: Machlanski, D., Samothrakis, S., Clarke, P. (2024). "Undersmoothing Causal Estimators With Generative Trees." IEEE Access. vol. 12, pp. 38562-38574.
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Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice
Published in Third Conference on Causal Learning and Reasoning (CLeaR), 2024
Investigating robustness of causal discovery methods to (bad) hyperparameter selection.
Recommended citation: Machlanski, D., Samothrakis, S., Clarke, P. (2024). "Robustness of Algorithms for Causal Structure Learning to Hyperparameter Choice." Proceedings of the Third Conference on Causal Learning and Reasoning. PMLR 236:703-739.
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Rethinking Chronological Causal Discovery with Signal Processing
Published in 59th Asilomar Conference on Signals, Systems, and Computers (2025), 2025
Diffusion-based causal discovery for temporal data by integrating multiple causal orderings.
Recommended citation: Butler, K., Machlanski, D., Dimitrakopoulos, P., & Tsaftaris, S. A. (2025, November). "Rethinking Chronological Causal Discovery with Signal Processing." In 2025 59th Asilomar Conference on Signals, Systems, and Computers. Institute of Electrical and Electronics Engineers.
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Causal Ordering for Structure Learning from Time Series
Published in Transactions on Machine Learning Research, 2025
Diffusion-based causal discovery for temporal data by integrating multiple causal orderings.
Recommended citation: Sanchez, P., Machlanski, D., McDonagh, S., & Tsaftaris, S. A. (2025). "Causal Ordering for Structure Learning from Time Series." Transactions on Machine Learning Research.
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talks
Talk 1 on Relevant Topic in Your Field
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This is a description of your talk, which is a markdown file that can be all markdown-ified like any other post. Yay markdown!
Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.