Invention Grant
- Patent Title: Method for automatically pruning search space of symbolic execution via machine learning
-
Application No.: US17496012Application Date: 2021-10-07
-
Publication No.: US12086055B2Publication Date: 2024-09-10
- Inventor: Hakjoo Oh , Sooyoung Cha
- Applicant: Korea University Research and Business Foundation
- Applicant Address: KR Seoul
- Assignee: Korea University Research and Business Foundation
- Current Assignee: Korea University Research and Business Foundation
- Current Assignee Address: KR Seoul
- Agency: NSIP Law
- Priority: KR 20200129186 2020.10.07 KR 20210122949 2021.09.15
- Main IPC: G06F9/44
- IPC: G06F9/44 ; G06F11/36 ; G06F17/16

Abstract:
A symbolic execution device, a symbolic execution method, and a probability distribution update method for symbolic execution are provided. The symbolic execution device includes a storage unit for storing at least one of a first probability distribution and a second probability distribution and a processor for sampling and obtaining a weight vector from the first probability distribution, for sampling and obtaining a removal rate from the second probability distribution, for adding the weight vector to at least one feature vector obtained from at least one candidate state to obtain a score for each of the at least one candidate state, and for selecting a state to be removed from among the at least one candidate state by using the score of each of the at least one candidate state and the removal rate.
Public/Granted literature
- US20220107884A1 METHOD FOR AUTOMATICALLY PRUNING SEARCH SPACE OF SYMBOLIC EXECUTION VIA MACHINE LEARNING Public/Granted day:2022-04-07
Information query