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cs.SE2026
Program Analysis Guided LLM Agent for Proof-of-Concept Generation
Achintya Desai, Md Shafiuzzaman, Wenbo Guo +1
Software developers frequently receive vulnerability reports that require them to reproduce the vulnerability in a reliable manner by generating a proof-of-concept (PoC) input that…
cs.SE2022
Rare-Seed Generation for Fuzzing
Seemanta Saha, Laboni Sarker, Md Shafiuzzaman +4
Starting with a random initial seed, fuzzers search for inputs that trigger bugs or vulnerabilities. However, fuzzers often fail to generate inputs for program paths guarded by res…