Jiyong Jang

2 accepted papers

2026

One Bug, Hundreds Behind: LLMs for Large-Scale Bug Discovery

Qiushi Wu, Yue Xiao, Dhilung Kirat, Kevin Eykholt, Jiyong Jang, Douglas Schales

ICML 2026poster

Recurring Pattern Bugs (RPBs) are defined as bugs where a single root cause appears repeatedly across multiple code segments. These bugs remain a persistent security threat even after individual instances are patched. Various static analyzers exist for finding specific bug patterns but require signi…

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2021

Adaptive Verifiable Training Using Pairwise Class Similarity

Shiqi Wang, Kevin Eykholt, Taesung Lee, Jiyong Jang, Ian Molloy

AAAI 2021technical

Verifiable training has shown success in creating neural networks that are provably robust to a given amount of noise. However, despite only enforcing a single robustness criterion, its performance scales poorly with dataset complexity. On CIFAR10, a non-robust LeNet model has a 21.63% error rate, w…

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