In this paper, we introduce FlowEmbed, a novel approach that synergistically integrates control flow and global semantic learning to facilitate exhaustive code comprehension. Initially, FlowEmbed ...

Project Title: Graph Theory visualisations via multiple languages Project Team Size: 2 Course: Graph Theory Language: Java, Python Problem: Job Assignment Consider a scenario where there are N job ...

This enhances the model’s sensitivity to key vulnerability-related code. Local Dependency Context Aggregation (LDCA): Aggregates both control-flow graph (CFG) and data-dependency graph (DDG) paths to ...

We used GPT-4 again to store the smart contract code in a Control Flow Graph (CFG) annotated with the code vulnerabilities and their fixes. Finally, we trained an LLMGraphAgent with open-source LLMs ...