I am now a fourth-year PhD student majoring in Control Engineering, at the College of Information Engineering, Zhejiang University of Technology, under the supervision of Prof. Jinyin Chen. Besides, I was a visiting scholar in the LAIR Lab at Lehigh University, supervised by Prof. Lichao Sun.

Before that, I obtained my B.E. degree in the Electrical Engineering and Automation at the College of Information Engineering, Zhejiang University of Technology.

My research interest includes trustworthy machine learning and robustness of deep learning systems. I am now working on attacks and defense on computer vision, diffusion models and multi-modal models. If you are seeking any form of academic cooperation, please feel free to email me.

💡 Research is just one facet of my life.

Personally, I am a social media influencer specializing in food, lifestyle, and travel. Welcome to collaborate with me.

Photographer: Photos posted on weibo, redbook and instagram.
Vlogger: Videos posted on Bilibili.
Freelance writer: Articles posted on Wechat subscribe 24HOURS.

🔥 News

2024.08: 🎉 One paper is accepted by IEEE TDSC.
2024.07: 🎉 Two papers are accepted by ECCV 2024.
2024.05: 🎉 One paper was accepted by ICML 2024.

📝 Selected Publications

MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark, Dongping Chen*, Ruoxi Chen*, Shilin Zhang*, Yaochen Wang*, Yinuo Liu*, Huichi Zhou*, Qihui Zhang*, Pan Zhou, Yao Wan, Lichao Sun, ICML 2024 Oral (Accepted Rate 2%). (* equal contribution)
Fight Perturbations with Perturbations: Defending Adversarial Attacks via Neuron Influence, Ruoxi Chen, Haibo Jin, Haibin Zheng, Jinyin Chen, Zhenguang Liu, IEEE Transactions on Dependable and Secure Computing.
Mora: Enabling Generalist Video Generation via A Multi-Agent Framework, Zhengqing Yuan, Ruoxi Chen, Zhaoxu Li, Haolong Jia, Lifang He, Chi Wang, Lichao Sun
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models, Yixin Liu*, Kai Zhang*, Yuan Li*, Zhiling Yan*, Chujie Gao*, Ruoxi Chen*, Zhengqing Yuan*, Yue Huang*, Hanchi Sun*, Jianfeng Gao, Lifang He, Lichao Sun (* equal contribution)
AdvCheck: Characterizing adversarial examples via local gradient checking, Ruoxi Chen, Haibo Jin, Jinyin Chen, Haibin Zheng, Shilian Zheng, Xiaoniu Yang, Xing Yang, Computers & Security 136, 103540. [SCI Q2]
Excitement surfeited turns to errors: Deep learning testing framework based on excitable neurons, Haibo Jin, Ruoxi Chen, Haibin Zheng, Jinyin Chen, Yao Cheng, Yue Yu, Tieming Chen, Xianglong Liu, Information Sciences 637, 118936.[SCI Q1]
Salient feature extractor for adversarial defense on deep neural networks, Ruoxi Chen, Jinyin Chen, Haibin Zheng, Qi Xuan, Zhaoyan Ming, Wenrong Jiang, Chen Cui, Information Sciences 600, 118-143.[SCI Q1]

🎖️ Honors and Awards

2023.4: Zhejiang University of Technology “Top 10 Academic Stars” Scholarship.
2022.10: National Scholarship, Postgraduate Premium Scholarship.
2021.10: Postgraduate Premium Scholarship.

📖 Educations

2020 - 2025.06 (now): PhD Candicate, Control Engineering, Zhejiang University of Technology, Hangzhou, China.
2016.09 - 2020.06: Undergraduate, Electrical Engineering and Automation, Zhejiang University of Technology, Hangzhou, China.

🔖 Internships

2023.6 - 2024.8: Visiting student at LAIR Lab, Lehigh University, US. (Supervisor: Lichao Sun)

💻 Service