Bairu Hou

Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing

Jiabao Ji^‡, Bairu Hou^‡, Alexander Robey^‡, George J Pappas, Hamed Hassani, Yang Zhang, Eric Wong, Shiyu Chang

Arxiv

Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling

Bairu Hou, Yujian Liu, Kaizhi Qian, Jacob Andreas, Shiyu Chang, Yang Zhang

Arxiv

Certified Robustness for Large Language Models with Self-Denoising

Zhen Zhang, Guanhua Zhang, Bairu Hou, Wenqi Fan, Qing Li, Sijia Liu, Yang Zhang, Shiyu Chang

NAACL'24

Improving Diffusion Models for Scene Text Editing with Dual Encoders

Jiabao Ji, Guanhua Zhang, Zhaowen Wang, Bairu Hou, Zhifei Zhang, Brian Price, Shiyu Chang

TMLR: Transactions on Machine Learning Research

PromptBoosting: Black-Box Text Classification with Ten Forward Passes

Bairu Hou, Joe O'Connor, Jacob Andreas, Shiyu Chang, Yang Zhang

ICML'23: International Conference on Machine Learning

TextGrad: Advancing Robustness Evaluation in NLP by Gradient-Driven Optimization

Bairu Hou, Jinghan Jia, Yihua Zhang, Guanhua Zhang, Yang Zhang, Sijia Liu, Shiyu Chang

ICLR'23: International Conference on Learning Representations

OpenAttack: An Open-source Textual Adversarial Attack Toolkit

Guoyang Zeng, Fanchao Qi, Qianrui Zhou, Tingji Zhang, Bairu Hou, Yuan Zang, Zhiyuan Liu, Maosong Sun

ACL'21: Annual Meeting of the Association for Computational Linguistics

Try to Substitute: An Unsupervised Chinese Word Sense Disambiguation Method Based on HowNet

Bairu Hou, Fanchao Qi, Yuan Zang, Xurui Zhang, Zhiyuan Liu, Maosong Sun

COLING'20: International Conference on Computational Linguistics

Learning to Attack: Towards Textual Adversarial Attacking in Real-world Situations

Yuan Zang^‡, Bairu Hou^‡, Fanchao Qi^‡, Zhiyuan Liu, Xiaojun Meng, Maosong Sun

Arxiv