73 citations · 80 across the 7 of their papers we have counts for
4 papers · 1 filter
CausalGAN: Learning Causal Implicit Generative Models with Adversarial Training
Murat Kocaoglu, Christopher Snyder, Alexandros G. Dimakis +1
We propose an adversarial training procedure for learning a causal implicit generative model for a given causal graph. We show that adversarial training can be used to learn a gene…
Sparse Quadratic Logistic Regression in Sub-quadratic Time
Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis +1
We consider support recovery in the quadratic logistic regression setting - where the target depends on both p linear terms and up to quadratic terms . Quadrat…
Cost-Optimal Learning of Causal Graphs
Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath
We consider the problem of learning a causal graph over a set of variables with interventions. We study the cost-optimal causal graph learning problem: For a given skeleton (undire…
Entropic Causality and Greedy Minimum Entropy Coupling
Murat Kocaoglu, Alexandros G. Dimakis, Sriram Vishwanath +1
We study the problem of identifying the causal relationship between two discrete random variables from observational data. We recently proposed a novel framework called entropic ca…