Publications#

[1] M. Abavisani, D. Danks, S. Plis. “GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints” International Conference on Learning Representations (ICLR) 2023
[2] K. Solovyeva, D. Danks, M. Abavisani, S. Plis. “Causal Learning through Deliberate Undersampling” Conference on Causal Learning and Reasoning (CLeaR) 2023
[3] A. Hyttinen, S. Plis, M. Järvisalo, F. Eberhardt, D. Danks. “A constraint optimization approach to causal discovery from subsampled time series data.” International Journal of Approximate Reasoning 2017
[4] D. Danks, S. Plis. “Amalgamating evidence of dynamics.” Synthese, pp.1-18. 2017
[5] S. Plis, D. Danks, J. Yang. “Mesochronal Structure Learning” Uncertainty in Artificial Intelligence 2015
[6] S. Plis, D. Danks, C. Freeman, V. D. Calhoun. “Rate-Agnostic (Causal) structure learning” in Neural Information Processing System (NIPS) 2015
[7] D. Danks, S. Plis “Learning Causal Structure from Undersampled Time Series.” In: NIPS 2013 workshop on causality; 2013 Dec 9; Lake Tahoe, Nevada, USA