201 citations · 1.2k across the 107 of their papers we have counts for
5 papers · 1 filter
On the Steady State of Continuous Time Stochastic Opinion Dynamics with Power Law Confidence
Jae Oh Woo, François Baccelli, Sriram Vishwanath
This paper introduces a class of non-linear and continuous-time opinion dynamics model with additive noise and state dependent interaction rates between agents. The model features…
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…
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…
Approximate Capacity of a Class of Partially Connected Interference Channels
Muryong Kim, Yitao Chen, Sriram Vishwanath
We derive inner and outer bounds on the capacity region for a class of three-user partially connected interference channels. We focus on the impact of topology, interference alignm…
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…