3 papers
cs.AI2026
Probabilistic Verification of Neural Networks via Efficient Probabilistic Hull Generation
Jingyang Li, Xin Chen, Hongfei Fu +1
The problem of probabilistic verification of a neural network investigates the probability of satisfying the safe constraints in the output space when the input is given by a proba…
cs.PL2026
Array-Carrying Symbolic Execution for Function Contract Generation
Weijie Lu, Jingyu Ke, Hongfei Fu +4
Function contract generation is a classical problem in program analysis that targets the automated analysis of functions in a program with multiple procedures. The problem is funda…
cs.FL2025
Structural Abstraction and Refinement for Probabilistic Programs
Guanyan Li, Juanen Li, Zhilei Han +3
In this paper, we present structural abstraction refinement, a novel framework for verifying the threshold problem of probabilistic programs. Our approach represents the structure…