Publications

* indicates equal contribution

2026

ICML

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)

ICLR

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

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

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

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

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