Security Dataset Augmentation Invariance and Distribution Independence. - Gavin Black; William McCullough; Paul F. Roysdon (ICNC, 2024)

Evaluating Large Language Models for Enhanced Fuzzing: An Analysis Framework for LLM-Driven Seed Generation. - Gavin Black; Varghese Mathew Vaidyan; Gurcan Comert (IEEE Access, 2024)

LLM-Generated Python Fuzzing Seeds. - Gavin Black (IEEE DataPort, 2024)

Python Program Resource Usage from Fuzzing Corpora. - Gavin Black (IEEE DataPort, 2024)

From LLMs to Randomness: Analyzing Program Input Efficacy With Resource and Language Metrics. - Gavin Black; Eric Yocam; Varghese Mathew Vaidyan; Gurcan Comert; Yong Wang 045 (IEEE Access, 2025)

Balancing Security and Correctness in Code Generation: An Empirical Study on Commercial Large Language Models. - Gavin Black; Bhaskar Prasad Rimal; Varghese Mathew Vaidyan (IEEE Trans. Emerg. Top. Comput. Intell., 2025)