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
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2026.1
My paper "Knowledge Externalization: Reversible Unlearning and Modular Retrieval in Multimodal Large Language Models" has been accepted to ICLR 2026.
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2025.11
Our paper "Forget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models" has been accepted to AAAI 2026.
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2025.5
My paper "Forget the Token and Pixel: Rethinking Gradient Ascent for Concept Unlearning in Multimodal Generative Models" has been accepted to ACL 2025 Findings.
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2025.5
My paper "Open-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning" has been accepted to ACL 2025 Main.
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2024.9
My paper "Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models" has been accepted to NeurIPS 2024.
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2024.5
My paper "MIKE: A New Benchmark for Fine-grained Multimodal Entity Knowledge Editing" has been accepted to ACL 2024 Findings.
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2023.10
My paper "Three Stream Based Multi-level Event Contrastive Learning for Text-Video Event Extraction" has been accepted to EMNLP 2023 Main.
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2023.9
My paper "Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning" has been accepted to ACM Multimedia 2023.
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, Jiaqi Li, Xiaoze Liu, Jeff Z. Pan, Ningyu Zhang, Huajun Chen
Paper: [2402.05391] Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyPeer-Reviewed
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning
ACM Multimedia 2023
Jiaqi Li, 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
Jiaqi Li, 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
Jiaqi Li, 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
Jiaqi Li, Qianshan Wei, Chuanyi Zhang, Guilin Qi, Miaozeng Du, Yongrui Chen, Sheng Bi, Fan Liu
NeurIPS ProceedingsOpen-World Attribute Mining for E-Commerce Products with Multimodal Self-Correction Instruction Tuning
ACL 2025 Main
Jiaqi Li, 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
Jiaqi Li, Chuanyi Zhang, Miaozeng Du, Hui Zhang, Yongrui Chen, Qianshan Wei, Junfeng Fang, Ruipeng Wang, Sheng Bi, Guilin Qi
ACL AnthologyCan Large Language Models Understand DL-Lite Ontologies? An Empirical Study
EMNLP 2024 Findings
Keyu Wang, Guilin Qi, Jiaqi Li, Songlin Zhai
ACL AnthologyForget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models
AAAI 2026
Miaozeng Du, Jiaqi Li (co-first author), Sirui Pan, Yi Zhan, Guilin Qi, Yuxin Zhang, Rihui Jin, Yinjia Shu, Qianshan Wei
AAAI ProceedingsKnowledge Externalization: Reversible Unlearning and Modular Retrieval in Multimodal Large Language Models
ICLR 2026
Jiaqi Li, Zihan You, Ruoyan Shen, Shenyu Zhang, Songlin Zhai, Yongrui Chen, Chuanyi Zhang, Jiahui Geng, Fakhri Karray, Sheng Bi, Guilin Qi
ICLR ProceedingsAcademic Services
Awards & Honors
National Scholarship at Southeast University in 2024
Zhishan Scholarship at Southeast University in 2025