Impact of Adversarial Training on the Robustness of Deep Neural Networks. - Jaechul Roh (ICISCAE, 2022)

MSDT: Masked Language Model Scoring Defense in Text Domain. - Jaechul Roh; Minhao Cheng; Yajun Fang (UV, 2022)

Robust Smart Home Face Recognition Under Starving Federated Data. - Jaechul Roh; Yajun Fang (UV, 2022)

Memory Triggers: Unveiling Memorization in Text-To-Image Generative Models through Word-Level Duplication. - Ali Naseh; Jaechul Roh; Amir Houmansadr (CoRR, 2023)

Understanding (Un)Intended Memorization in Text-to-Image Generative Models. - Ali Naseh; Jaechul Roh; Amir Houmansadr (CoRR, 2023)

OSLO: One-Shot Label-Only Membership Inference Attacks. - Yuefeng Peng; Jaechul Roh; Subhransu Maji; Amir Houmansadr (NeurIPS, 2024)

Injecting Bias in Text-To-Image Models via Composite-Trigger Backdoors. - Ali Naseh; Jaechul Roh; Eugene Bagdasaryan; Amir Houmansadr (CoRR, 2024)

FameBias: Embedding Manipulation Bias Attack in Text-to-Image Models. - Jaechul Roh; Andrew Yuan; Jinsong Mao (CoRR, 2024)

OverThink: Slowdown Attacks on Reasoning LLMs. - Abhinav Kumar; Jaechul Roh; Ali Naseh; Marzena Karpinska; Mohit Iyyer; Amir Houmansadr; Eugene Bagdasarian (CoRR, 2025)