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 MobiSys 2026

PDF | Code | Project Page | 🏆Best Presentation Award (ANAI Workshop@MobiCom 2025)

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

DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge

Bufang Yang*, Siyang Jiang*, Lilin Xu, Kaiwei Liu, Hai Li, Guoliang Xing, HongKai Chen, Xiaofan Jiang, Zhenyu Yan

ACM IMWUT/UbiComp 2024

PDF

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

Incremental Reinforcement Learning with Dual-Adaptive ε-greedy Exploration

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

AAAI 2023

PDF | Code | Poster

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

Dataflow Systolic Array Implementations of Exploring Dual-Triangular Structure in QR Decomposition Using High-Level Synthesis

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

IEEE ICFPT 2021

PDF | Code

© Siyang Jiang