New! A new preprint titled “Cost-Optimal Learning of Causal Graphs” is available here.
New! A new preprint titled “Sparse Quadratic Logistic Regression in Sub-quadratic Time” is available here.
New! A new preprint titled “Entropic Causality and Greedy Minimum Entropy Coupling” is available here.
New! Our paper titled "Contextual Bandits with Latent Confounders: An NMF Approach" is accepted at AISTATS 2017. A preprint is available here.
Python code is available for the entropy-based causal inference algorithm of "Entropic Causal Inference" paper here.
Our paper titled "Entropic Causal Inference" is accepted at AAAI 2017. A preprint is available here.
Our paper titled "Learning Causal Graphs with Constraints" is accepted for a poster presentation in the NIPS 2016 workshop What if? Inference and Learning of Hypothetical and Counterfactual Interventions in Complex Systems.
We have a preprint available on contextual bandits with unobserved confounders here.
We are organizing a student seminar series within WNCG. You can reach the schedule here.