Adversarial Training with Fast Gradient Projection Method against Synonym Substitution Based Text Attacks. - Xiaosen Wang; Yichen Yang 009; Yihe Deng; Kun He 001 (AAAI, 2021)

Natural language adversarial defense through synonym encoding. - Xiaosen Wang; Jin Hao; Yichen Yang 009; Kun He 001 (UAI, 2021)

Regional Adversarial Training for Better Robust Generalization. - Chuanbiao Song; Yanbo Fan; Yichen Yang 009; Baoyuan Wu; Yiming Li 004; Zhifeng Li 001; Kun He 001 (CoRR, 2021)

Robust textual embedding against word-level adversarial attacks. - Yichen Yang 009; Xiaosen Wang; Kun He 001 (UAI, 2022)

Robustness-Aware Word Embedding Improves Certified Robustness to Adversarial Word Substitutions. - Yibin Wang 005; Yichen Yang 009; Di He 001; Kun He 001 (ACL (Findings), 2023)

PIAT: Parameter Interpolation based Adversarial Training for Image Classification. - Kun He 001; Xin Liu 087; Yichen Yang 009; Zhou Qin; Weigao Wen; Hui Xue; John E. Hopcroft (CoRR, 2023)

Fast Adversarial Training against Textual Adversarial Attacks. - Yichen Yang 009; Xin Liu 087; Kun He 001 (CoRR, 2024)

Synonym-unaware Fast Adversarial Training against Textual Adversarial Attacks. - Yichen Yang 009; Xin Liu 087; Kun He 001 (NAACL (Findings), 2025)

Parameter Interpolation Adversarial Training for Robust Image Classification. - Xin Liu 087; Yichen Yang 009; Kun He 001; John E. Hopcroft (IEEE Trans. Inf. Forensics Secur., 2025)