Self-supervised Pre-training for Robust and Generic Spatial-Temporal Representations. - Mingzhi Hu; Zhuoyun Zhong; Xin Zhang 098; Yanhua Li; Yiqun Xie; Xiaowei Jia; Xun Zhou 001; Jun Luo 007 (ICDM, 2023)

ST-iFGSM: Enhancing Robustness of Human Mobility Signature Identification Model via Spatial-Temporal Iterative FGSM. - Mingzhi Hu; Xin Zhang 098; Yanhua Li; Xun Zhou 001; Jun Luo 007 (KDD, 2023)

Image Steganalysis Against Adversarial Steganography by Combining Confidence and Pixel Artifacts. - Mingzhi Hu; Hongxia Wang 001 (IEEE Signal Process. Lett., 2023)

Four Limit Cycles for a Rock-Scissor-Paper Game Between Bacteriocin Producing Bacteria. - Sibi Ma; Mingzhi Hu; Zhengyi Lu (J. Syst. Sci. Complex., 2023)

Only Attending What Matter within Trajectories - Memory-Efficient Trajectory Attention. - Mingzhi Hu; Xin Zhang 098; Yanhua Li; Yiqun Xie; Xiaowei Jia; Xun Zhou 001; Jun Luo 007 (SDM, 2024)

Lightweight JPEG image steganalysis using dilated blind-spot network. - Mingzhi Hu; Hongxia Wang 001 (J. Vis. Commun. Image Represent., 2024)

MAIN-RAG: Multi-Agent Filtering Retrieval-Augmented Generation. - Chia-Yuan Chang 002; Zhimeng Jiang; Vineeth Rakesh; Menghai Pan; Chin-Chia Michael Yeh; Guanchu Wang; Mingzhi Hu; Zhichao Xu; Yan Zheng 001; Mahashweta Das; Na Zou 001 (ACL (1), 2025)

Directional Adversarial Noise-Based Universal Steganalysis Method for Detecting Adversarial Steganography. - Mingzhi Hu; Hongxia Wang 001 (IEEE Signal Process. Lett., 2025)

Mutual Information-Optimized Steganalysis for Generative Steganography. - Mingzhi Hu; Hongxia Wang 001 (IEEE Trans. Inf. Forensics Secur., 2025)

A multi-scale enhanced large-kernel attention transformer network for lightweight image super-resolution. - Kairong Chang; Jun Sun; Biao Yang; Mingzhi Hu; Junlong Yang (Signal Image Video Process., 2025)

Advancing Table Understanding of Large Language Models via Feature Re-ordering. - Guanchu Wang; Yuzhong Chen; Huiyuan Chen; Xiran Fan; Junpeng Wang 001; Xiaoting Li 001; Mingzhi Hu; Chia-Yuan Chang 002; Xia Hu 001 (SIGKDD Explor., 2025)