Yongrui Chen

Postdoc, Southeast University

Joined

January 2022

Names

Yongrui Chen (Preferred)

Emails

****@seu.edu.cn (Confirmed)

****@tencent.com (Confirmed)

****@seu.edu.cn (Confirmed)

Personal Links

Career & Education History

Postdoc

Southeast University (seu.edu.cn)

2024 – Present

PhD student

Southeast University (seu.edu.cn)

2020 – 2024

MS student

Southeast University (seu.edu.cn)

2017 – 2020

Advisors, Relations & Conflicts

PhD Advisor

Guilin Qi

2020 – 2024

Expertise

semantic parsing

Present

continual learning

Present

question answering

Present

Publications

Coupling Attention and Memory: A Dynamic Memory Module for Efficient Adapation with Pretrained LLMs
Shenyu Zhang, Hao Cheng, Jianfeng Liu, Xiaodong Liu, Yuefeng Zhan, Yongrui Chen, Hao Sun, Weiwei Deng, Feng Sun, Guilin Qi, Jianfeng Gao, Qi Zhang
- Submitted to ICLR 2026
- Readers: Everyone
Knowledge Externalization: Reversible Unlearning and Modular Retrieval in Multimodal Large Language Models
Jiaqi Li, Zihan You, Ruoyan Shen, Shenyu Zhang, Songlin Zhai, Yongrui Chen, Chuanyi Zhang, Jiahui Geng, Fakhri Karray, Sheng Bi, Guilin Qi
- ICLR 2026 Poster
- Readers: Everyone
K-DeCore: Facilitating Knowledge Transfer in Continual Structured Knowledge Reasoning via Knowledge Decoupling
Yongrui Chen, Yi Huang, Yunchang Liu, Shenyu Zhang, Junhao He, Tongtong Wu, Guilin Qi, Tianxing Wu
- NeurIPS 2025 poster
- Readers: Everyone
Peripheral Memory for LLMs: Integration of Sequential Memory Banks with Adaptive Querying
Songlin Zhai, Yuan Meng, Yongrui Chen, Yiwei Wang, Guilin Qi
- ICML 2025 poster
- Readers: Everyone
Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking Using Knowledge Graphs
Nan Hu, Jiaoyan Chen, Yike Wu, Guilin Qi, Hongru WANG, Sheng Bi, Yongrui Chen, Tongtong Wu, Jeff Z. Pan
- Submitted to ICLR 2025
- Readers: Everyone
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
Jiaqi Li, Qianshan Wei, Chuanyi Zhang, Guilin Qi, Miaozeng Du, Yongrui Chen, Sheng Bi, Fan Liu
- NeurIPS 2024 poster
- Readers: Everyone
TeG-Instruct: Towards Premium Instruction-Tuning Data via Text-Grounded Task Design
Yongrui Chen, Haiyun Jiang, Xinting Huang, Shuming Shi, Guilin Qi
- ICLR 2024 Conference Withdrawn Submission
- Readers: Everyone
TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding
Rihui Jin, Jianan Wang, Wei Tan, Yongrui Chen, Guilin Qi, Wang Hao
- EMNLP 2023 Findings
- Readers: Everyone
Three Stream Based Multi-level Event Contrastive Learning for Text-Video Event Extraction
Jiaqi Li, Chuanyi Zhang, Miaozeng Du, Dehai Min, Yongrui Chen, Guilin Qi
- EMNLP 2023 Main
- Readers: Everyone
Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing
Yongrui Chen, Shenyu Zhang, Guilin Qi, Xinnan Guo
- NeurIPS 2023 poster
- Readers: Everyone

Co-Authors

View all 43 co-authors