5 papers
Conflict Extraction in Probabilistic Datalog Analyses
Siyu Chen, Chungha Sung, Xuyang Li +1
Probabilistic extensions of Datalog enable static analyses such as pointer analysis, data race detection, and side-channel analysis to rank alarms by likelihood, but this added exp…
Efficient Symbolic Execution of Software under Fault Attacks
Yuzhou Fang, Chenyu Zhou, Jingbo Wang +1
We propose a symbolic execution method for analyzing the safety of software under fault attacks both accurately and efficiently. Fault attacks leverage physically injected hardware…
Probabilistic Inference for Datalog with Correlated Inputs
Jingbo Wang, Shashin Halalingaiah, Weiyi Chen +2
Probabilistic extensions of logic programming languages, such as ProbLog, integrate logical reasoning with probabilistic inference to evaluate probabilities of output relations; ho…
An Incremental Algorithm for Algebraic Program Analysis
Chenyu Zhou, Yuzhou Fang, Jingbo Wang +1
We propose a method for conducting algebraic program analysis (APA) incrementally in response to changes of the program under analysis. APA is a program analysis paradigm that cons…
FairQuant: Certifying and Quantifying Fairness of Deep Neural Networks
Brian Hyeongseok Kim, Jingbo Wang, Chao Wang
We propose a method for formally certifying and quantifying individual fairness of deep neural networks (DNN). Individual fairness guarantees that any two individuals who are ident…