AMBER: A Semantic Aware Detection of Code Vulnerabilities and Their Clones
A semantic-aware framework that utilizes semantic embeddings, structural program features, and similarity metrics to construct a multi-channel representation, which is fed to a convolutional neural network for vulnerability detection, and then employed in a FAISS-based semantic similarity search for finding vulnerable...