Publications

Selected Publications | Full List

* denotes equal contribution

A Multimodal Dataset and Benchmark for Human Action Scene Understanding and Reasoning

Siyang Jiang, Mu Yuan, Xiang Ji, Bufang Yang, Zeyu Liu, Lilin Xu, Yang Li, Yuting He, Liran Dong, Wenrui Lu, Zhenyu Yan, Xiaofan Jiang, Wei Gao, Hongkai Chen, Guoliang Xing

ACM ANAI Workshop@MobiCom 2025

PDF | Code | Project Page | 🏆Best Presentation Award

Towards Compute-Efficient Byzantine-Robust Federated Learning within Fully Homomorphic Encryption

Siyang Jiang, Hao Yang, Qipeng Xie, Chuan Ma, Sen Wang, Zhe Liu, Tao Xiang, Guoliang Xing

Nature Machine Intelligence 2025

PDF | Code | Cover Candidate | 🎉TechXplore, BioEngineer, ScienMag, 机器之心.

Dual Alignment Framework for Few-shot Learning with Inter-Set and Intra-Set Shifts

Siyang Jiang, Rui Fang, Hsi-Wen, Chen, Guoliang Xing ,Ming-Syan Chen

NeurIPS 2025

PDF | Code | Project Page | 🏆Scholar Award

ArtFL: Exploiting Data Resolution in Federated Learning for Dynamic Runtime Inference via Multi-Scale Training

Siyang Jiang*, Xian Shuai*, Guoliang Xing

ACM/IEEE IPSN 2024

PDF | Code | Slides | Demo | 🏆Best Paper Award

PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift

Siyang Jiang, Wei Ding, Hsi-Wen Chen, Ming-Syan Chen

PAKDD 2022

PDF | Code | Slides | 🏆Best Student Paper Award

© Siyang Jiang