Publications

* indicates equal contribution

2026
NeurIPS
Beyond Feature Disruption: Boundary-Diverting Unlearnable Examples against Linear Probing
Zhihao Li, Jiale Cai, Gezheng Xu, Ruiyi Fang, Hao Zheng, Ruizhi Pu, Zhong Ji, Charles Ling, Boyu Wang
Advances in Neural Information Processing Systems (NeurIPS), 2026 (Conference)
NeurIPS
Unsupervised Unlearnable Segmentation via Semantic Structure Disruption
Jiale Cai, Zhihao Li, Gezheng Xu, Ruiyi Fang, Hao Zheng, Zhimin Mei, Song Tang, Charles Ling, Boyu Wang
Advances in Neural Information Processing Systems (NeurIPS), 2026 (Conference)
NeurIPS
From Small to Large: Cross-Scale Graph Domain Adaptation via Local-Global Structural Alignment
Ruiyi Fang, Gezheng Xu, QIUHAO Zeng, Zihao Jing, Jiale Cai, Zhihao Li, Hao Zheng, Xuanting Xie, Shuo Wang, Bingheng Li, Ruizhi Pu, Zhao Kang, Charles Ling, Boyu Wang
Advances in Neural Information Processing Systems (NeurIPS), 2026 (Conference)
NeurIPS
PrivateSeal: Low-Sensitivity Latent Directions for Diffusion-Resilient User-Specific Watermarking
Yiheng Chen, Zhong Ji, Zhihao Li, Boyu Wang
Advances in Neural Information Processing Systems (NeurIPS), 2026 (Conference)
ICML
Paper
FUSE: Full‑spectrum Unlearnable Examples via Spectral Equalization
Jiale Cai, Gezheng Xu, Zhihao Li, Ruiyi Fang, Ruizhi Pu, Di Wu, Qicheng Lao, Charles Ling, Boyu Wang
International Conference on Machine Learning (ICML), 2026 (Conference)
Paper
ICLR
Paper
When Priors Backfire: On the Vulnerability of Unlearnable Examples to Pretraining
Zhihao Li, Gezheng Xu, Jiale Cai, Ruiyi Fang, Di Wu, Qicheng Lao, Charles Ling, Boyu Wang
International Conference on Learning Representations (ICLR), 2026 (Conference)
Paper Code
ICLR
SAGA: Structural Aggregation Guided Alignment with Dynamic View and Neighborhood Order Selection for Multiview Graph Domain Adaptation
Ruiyi Fang, Jingyu Zhao, Shuo Wang, Ruizhi Pu, Bingheng Li, Jiale Cai, Zhihao Li, Zihao Jing, Jian Zhu, Song Tang, Charles Ling, Boyu Wang
International Conference on Learning Representations (ICLR), 2026 (Conference)
Paper
2025
NeurIPS
Paper
Versatile Transferable Unlearnable Example Generator
Zhihao Li*, Jiale Cai*, Gezheng Xu, Hao Zheng, Qiuyue Li, Fan Zhou, Shichun Yang, Charles Ling, Boyu Wang
Advances in Neural Information Processing Systems (NeurIPS), 2025 (Conference)
Paper Code
IEEE TMM
Paper
Visual Semantic Contextualization Network for Multi-Query Image Retrieval
Zhong Ji*, Zhihao Li*, Yan Zhang, Yanwei Pang, Xuelong Li
IEEE Transactions on Multimedia (TMM), 2025 (Journal)
Paper Code
2024
Neural Networks
Paper
Hierarchical Matching and Reasoning for Multi-Query Image Retrieval
Zhong Ji, Zhihao Li, Yan Zhang, Haoran Wang, Yanwei Pang, Xuelong Li
Neural Networks, 2024 (Journal)
Paper Code
Preprint
Paper
EAGLE: Elevating Geometric Reasoning through LLM-empowered Visual Instruction Tuning
Zhihao Li, Yao Du, Yang Liu, Yan Zhang, Yufang Liu, Mengdi Zhang, Xunliang Cai, Charles Ling, Boyu Wang
arXiv Preprint, 2024 (Preprint)
Paper