Publications
๐ฎPublication lists stop updated here. Please refer to https://scholar.google.com/citations?user=td_ct8MAAAAJ&hl=en
โPosition: Building Guardrails for Large Language Models Requires Systematic Designโ Yi Dong^, Ronghui Mu^, Gaojie Jin, Yi Qi, Jinwei Hu, Xingyu Zhao, Jie Meng, Wenjie Ruan, Xiaowei Huang, In preceeding of Forty-first International Conference on Machine Learning (ICML 2024)
โReward Certification for Policy Smoothed Reinforcement Learningโ Ronghui Mu, Wenjie Ruan, Leandro Soriano Marcolino, Gaojie Jin, Qiang Ni, In preceeding of AAAI 2024
โTowards Fairness-Aware Adversarial Learningโ Yanghao Zhang, Tianle Zhang, Ronghui Mu, Xiaowei Huang, Wenjie Ruan, In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024
โNrat: towards adversarial training with inherent label noiseโ Zhen Chen, Fu Wang, Ronghui Mu, Peipei Xu, Xiaowei Huang, Wenjie Ruan, Machine Learning 2024
โDeepGRE: Global Robustness Evaluation of Deep Neural Networksโ,Tianle Zhang, Jiaxu Liu, Yanghao Zhang, Ronghui Mu, Wenjie Ruan, ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
โPRASS: Probabilistic Risk-averse Robust Learning with Stochastic Searchโ,Tianle Zhang, Yanghao Zhang, Ronghui Mu, Jiaxu Liu, Jonathan Fieldsend, Wenjie Ruan, In preceeding of IJCAI 2024
โCertified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learningโ Ronghui Mu, Wenjie Ruan, Leandro Soriano Marcolino, Gaojie Jin, Qiang Ni, In preceeding of AAAI 2023
โEnhancing robustness in video recognition models: Sparse adversarial attacks and beyondโ Ronghui Mu, Leandro Marcolino, Qiang Ni, Wenjie Ruan, Neural Networks 2023
- โRandomized adversarial training via taylor expansionโ Gaojie Jin, Xinping Yi, Dengyu Wu, Ronghui Mu, Xiaowei Huang, In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023
โA survey of safety and trustworthiness of large language models through the lens of verification and validationโ Xiaowei Huang, Wenjie Ruan, Wei Huang, Gaojie Jin, Yi Dong, Changshun Wu, Saddek Bensalem, Ronghui Mu, Yi Qi, Xingyu Zhao, Kaiwen Cai, Yanghao Zhang, Sihao Wu, Peipei Xu, Dengyu Wu, Andre Freitas, Mustafa A Mustafa, Artificial Inteligence Review
โ3DVerifier: efficient robustness verification for 3D point cloud modelsโ Ronghui Mu, Wenjie Ruan, Leandro S Marcolino, Qiang Ni, Machine Learning 2022
- โSparse Adversarial VideoAttacks with Spatial Transformationsโ Ronghui Mu, Wenjie Ruan, Leandro Soriano Marcolino, Qiang Ni, In preceeding of The 32nd British Machine Vision Conference (BMVC) 2021
