4 papers
A Game Theoretic Analysis of LQG Control under Adversarial Attack
Zuxing Li, György Dán, Dong Liu
Motivated by recent works addressing adversarial attacks on deep reinforcement learning, a deception attack on linear quadratic Gaussian control is studied in this paper. In the co…
Belief Propagation for Approximate Inference
Dong Liu, Minh Thành Vu, Zuxing Li +1
Belief propagation (BP) algorithm is a widely used message-passing method for inference in graphical models. BP on loop-free graphs converges in linear time. But for graphs with lo…
Privacy-Utility Management of Hypothesis Tests
Zuxing Li, Tobias J. Oechtering
The trade-off of hypothesis tests on the correlated privacy hypothesis and utility hypothesis is studied. The error exponent of the Bayesian composite hypothesis test on the privac…
Privacy against a Hypothesis Testing Adversary
Zuxing Li, Tobias J. Oechtering, Deniz Gunduz
Privacy against an adversary (AD) that tries to detect the underlying privacy-sensitive data distribution is studied. The original data sequence is assumed to come from one of the…