About Me
I am a fourth-year Ph.D. student (enrolled in 2022) in Cyberspace Security at Southeast University, advised by Professor Guilin Qi. My research interests broadly cover multimodal information extraction and knowledge editing & machine unlearning in multimodal large language models (MLLMs).
Currently, my work focuses on machine unlearning in MLLMs, particularly erasing visual concepts to mitigate privacy leakage in multimodal systems. Moving forward, I aim to develop more efficient unlearning methods for MLLMs or text-to-image models to address privacy and safety challenges in multimodal generative AI.
News
ACL 2026 Paper "SGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning" has been accepted.
ICLR 2026 Paper "Knowledge Externalization: Reversible Unlearning and Modular Retrieval in Multimodal Large Language Models" has been accepted.
AAAI 2026 Paper "Forget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models" has been accepted.
ACL 2025 Findings Paper "Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models" has been accepted.
ACL 2025 Main Paper "Open-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning" has been accepted.
NeurIPS 2024 Paper "Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models" has been accepted.
ACL 2024 Findings Paper "MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing" has been accepted.
EMNLP 2023 Paper "Three Stream Based Multi-level Event Contrastive Learning for Text-Video Event Extraction" has been accepted.
ACM MM 2023 Paper "Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning" has been accepted.
Publications
Preprints
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey
Zhuo Chen, Yichi Zhang, Yin Fang, Yuxia Geng, Lingbing Guo, Xiang Chen, Qian Li, Wen Zhang, Jiaoyan Chen, Yushan Zhu, , Xiaoze Liu, Jeff Z. Pan, Ningyu Zhang, Huajun Chen
arXiv:2402.05391Peer-Reviewed
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning
ACM MM 2023, Guilin Qi, Chuanyi Zhang, Yongrui Chen, Yiming Tan, Chenlong Xia, Ye Tian
ACM Digital LibraryThree Stream Based Multi-level Event Contrastive Learning for Text-Video Event Extraction
EMNLP 2023 Main, Chuanyi Zhang, Miaozeng Du, Dehai Min, Yongrui Chen, Guilin Qi
ACL AnthologyMIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing
ACL 2024 Findings, Miaozeng Du, Chuanyi Zhang, Yongrui Chen, Nan Hu, Guilin Qi, Haiyun Jiang, Siyuan Cheng, Bozhong Tian
ACL AnthologySingle Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
NeurIPS 2024, Qianshan Wei, Chuanyi Zhang, Guilin Qi, Miaozeng Du, Yongrui Chen, Sheng Bi, Fan Liu
NeurIPS ProceedingsCan Large Language Models Understand DL-Lite Ontologies? An Empirical Study
EMNLP 2024 FindingsKeyu Wang, Guilin Qi, , Songlin Zhai
ACL AnthologyOpen-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning
ACL 2025 Main, Yanming Li, Xiaoli Shen, Chuanyi Zhang, Guilin Qi, Sheng Bi
ACL AnthologyForget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models
ACL 2025 Findings, Chuanyi Zhang, Miaozeng Du, Hui Zhang, Yongrui Chen, Qianshan Wei, Junfeng Fang, Ruipeng Wang, Sheng Bi, Guilin Qi
ACL AnthologyForget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models
AAAI 2026Miaozeng Du, (co-first author), Sirui Pan, Yi Zhan, Guilin Qi, Yuxin Zhang, Rihui Jin, Yinjia Shu, Qianshan Wei
OpenReviewKnowledge Externalization: Reversible Unlearning and Modular Retrieval in Multimodal Large Language Models
ICLR 2026, Zihan You, Ruoyan Shen, Shenyu Zhang, Songlin Zhai, Yongrui Chen, Chuanyi Zhang, Jiahui Geng, Fakhri Karray, Sheng Bi, Guilin Qi
OpenReviewSGPVT: Self-Generated Proximal Visual Tokens for Mitigating Proximal Collateral Damage in MLLM Unlearning
ACL 2026 Main, Zhijing Zhang, Jiahui Geng, Sheng Bi, Chuanyi Zhang, Fan Liu, Guilin Qi
OpenReviewAcademic Services
Conference Reviewer
Awards & Honors
National Scholarship
Southeast University · 2024
Zhishan Scholarship
Southeast University · 2025