Jiarui Wang
I’m a first-year Ph.D. student in Computer Science at the School of Computer Science, Shanghai Jiao Tong University (SJTU), advised by Prof. Zhouhan Lin in Language Understanding and Machine Intelligence Algorithms (LUMIA) Group. I also earned my Bachelor’s degree in Computer Science from SJTU.
My research interests center around machine learning and large language models (LLMs), with recent work centering on:
Parametric Memory — designing and training parametric memory modules that retain domain-specific or pre-training knowledge, without relying on retrieval-augmented generation (RAG)
Memory-augmented LLMs — developing architectures that decouple knowledge and reasoning in LLMs to mitigate catastrophic forgetting and hallucination
Large-scale multi-node vector search — building new multi-machine FAISS-based vector search methods to support scalable memory systems
I’m always open to discussing research, collaboration, and new ideas. Please feel free to reach out!
🔥 News
- 2025.10 🚀 MLP Memory released — model weights and code are now open-sourced.
- 2025.09 🚀 Memory Decoder released — model weights and code are now open-sourced.
- 2025.09 🎉 Memory Decoder accepted to NeurIPS 2025
- 2024.05 🏆 Our Robocup team SRC won Second Place in RoboCup China Open
📚 Publications
Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models
Jiaqi Cao*, Jiarui Wang*, Rubin Wei, Qipeng Guo, Kai Chen, Bowen Zhou, Zhouhan Lin
NeurIPS 2025 Poster
🔗 arXiv · GitHub · HuggingFace · * Equal ContributionMLP Memory: A Retriever-Pretrained Memory for Large Language Models
Rubin Wei*, Jiaqi Cao*, Jiarui Wang, Jushi Kai, Qipeng Guo, Bowen Zhou, Zhouhan Lin
Preprint (2025)
🔗 arXiv · GitHub · HuggingFace · * Equal Contribution
🎓 Education
- 2025.09–Present, Ph.D. Student, School of Computer Science, Shanghai Jiao Tong University
- 2021.09–2025.06, B.E. in Computer Science, Shanghai Jiao Tong University
💼 Internships
- 2025.08–Present, Shanghai AI Lab, Shanghai, China
🏅 Honors and Awards
- Second Place, RoboCup China Open - Small Size League, 2024
- Third Prize, Prototype System Competition, CCF Chinasoft, 2023
- Provincial First Prize, Senior Group, National Olympiad in Informatics in Provinces (NOIP), 2018
