Improving ML-based Binary Function Similarity Detection by Assessing and Deprioritizing Control Flow Graph Features.
Jialai WangChao ZhangLongfei ChenYi RongYuxiao WuHao WangWende TanQi LiZongpeng LiPublished in: USENIX Security Symposium (2024)
Keyphrases
- false positives
- feature extraction
- flow graph
- flow graphs
- similarity measure
- low level
- object detection
- highly similar
- binary features
- control system
- feature set
- multi valued
- detection algorithm
- feature vectors
- decision making
- false alarms
- detection rate
- anomaly detection
- markov chain
- maximum likelihood
- distance measure
- image features
- classification accuracy