no code implementations • 29 Aug 2023 • Mathieu Chevalley, Jacob Sackett-Sanders, Yusuf Roohani, Pascal Notin, Artemy Bakulin, Dariusz Brzezinski, Kaiwen Deng, Yuanfang Guan, Justin Hong, Michael Ibrahim, Wojciech Kotlowski, Marcin Kowiel, Panagiotis Misiakos, Achille Nazaret, Markus Püschel, Chris Wendler, Arash Mehrjou, Patrick Schwab
In drug discovery, mapping interactions between genes within cellular systems is a crucial early step.
1 code implementation • NeurIPS 2023 • Panagiotis Misiakos, Chris Wendler, Markus Püschel
We prove identifiability in this new setting and show that the true DAG is the global minimizer of the $L^0$-norm of the vector of root causes.
no code implementations • ICLR 2022 • Panagiotis Misiakos, Georgios Smyrnis, George Retsinas, Petros Maragos
Based on this result, we propose geometrical neural network compression methods that employ the K-means algorithm.