.Synergizing Multigrid Algorithms with Vision Transformer: A Novel Approach to Enhance the Seismic Foundation Model:Proceedings of the AAAI Conference on Artificial Intelligence,2026:1267-1275

.PDFL: A Privacy-Enhancing and Robust Poisoning Defense Federated Learning Scheme:IEEE Transactions on Information Forensics and Security,2025,21:608-623

.CG-FedLLM: How to Compress Gradients in Federated Fine-Tuning for Large Language Models:28th European Conference on Artificial Intelligence,2025:4257 - 4264

.Comparing and Improving Frequency Estimation Perturbation Mechanisms Under Local Differential Privacy:Australasian Conference on Information Security and Privacy,2025

.DPFedSub: A Differentially Private Federated Learning with Randomized Subspace Descend:Australasian Conference on Information Security and Privacy (ACISP),2025

.Do Global and Local Perform Cooperatively or Adversarially in Heterogeneous Federated Learning?:Conference on Parsimony and Learning,2025,280:237-254

.VFGCN: A Vertical Federated Learning Framework With Privacy Preserving for Graph Convolutional Network:IEEE Transactions on Dependable and Secure Computing,2025:5617 - 5631

.DR-Encoder: Encode Low-rank Gradients with Random Prior for Large Language Models Differentially Privately:Thirty-Ninth AAAI Conference on Artificial Intelligence,2025:27706-27714

.Fast and robust differential private stochastic gradient descent with preconditioner:Principle and Practice of Data and Knowledge Acquisition Workshop,2024:190-202

.A variational approach to personalized federated learning and its improvement:Principle and Practice of Data and Knowledge Acquisition Workshop,2024:136-148