3 citations · 4 across the 6 of their papers we have counts for
3 papers · 1 filter
Static Posterior Inference of Bayesian Probabilistic Programming via Polynomial Solving
Peixin Wang, Tengshun Yang, Hongfei Fu +2
In Bayesian probabilistic programming, a central problem is to estimate the normalised posterior distribution (NPD) of a probabilistic program with conditioning via score (a.k.a. o…
Cost Analysis of Nondeterministic Probabilistic Programs
Peixin Wang, Hongfei Fu, Amir Kafshdar Goharshady +3
We consider the problem of expected cost analysis over nondeterministic probabilistic programs, which aims at automated methods for analyzing the resource-usage of such programs. P…
Proving Expected Sensitivity of Probabilistic Programs with Randomized Variable-Dependent Termination Time
Peixin Wang, Hongfei Fu, Krishnendu Chatterjee +2
The notion of program sensitivity (aka Lipschitz continuity) specifies that changes in the program input result in proportional changes to the program output. For probabilistic pro…