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SP25-RCS-012·Dr. Junaid Akram

Open Supervision Topic

FutureSP25-RCS-012MS Computer Science

AICodeSummarizer: Optimizing Code Comment Generation through AST and CFG Structural Analysis

Future / MS research thesis building structural AST and Control Flow Graph (CFG) representations to enhance LLM code summarization and documentation generation accuracy.

Code SummarizationAST & CFG AnalysisDocumentation Automation
Availability

Open for BS SupervisionCOMSATS University Islamabad, Lahore

Supervision

Dr. Junaid AkramLead Supervisor

Institution

AI Code DocumentationCOMSATS University Islamabad, Lahore Campus

Supervision prerequisites

Recommended Prerequisites

Strong programming and software engineering skills.

PythonTree-sitterCodeT5BLEU / ROUGE Metrics

Source & Verification

Official Listing Details

Source: Official COMSATS Supervision Listing

Last Verified: July 2026

Supervised Projects Portfolio

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Vulnerability & Security

Software Vulnerability Detection using LLM Model

A running research project leveraging Large Language Models (LLMs) to detect complex software vulnerabilities in source code through fine-tuning and AST-based prompt engineering.

Syed Muhammad Irtaza Shahid, Muhammad Waleed, Muhammad Muneeb AzharView Case Study
Vulnerability & Security

Token-Based Semantic Code Clone Detection

A running software security project building a scalable token-based semantic code clone detection platform to capture Type-3 and Type-4 clones across large open-source repositories.

Ali Muhammad, Ali Murtaza, Hafiz Muhammad Shams ul HudaView Case Study