Shuyang, Yu, Sumyeong Ahn, Siqi Liang, Bairu Hou, Jiabao Ji, Shiyu Chang, Jiayu Zhou
ConDS: Context Distribution Shift for Robust In-Context Learning
2024.

Sumyeong Ahn, Siqi Liang, Jiayu Zhou
Robust Prompt Learning for Vision-Language Models with Noisy Labels
2024.

Siqi Liang*, Sumyeong Ahn*, Jiayu Zhou (* equal contribution in random order)
Distributed In-Context Learning under Non-IID Among Clients
arXiv preprint arXiv:2408.00144, 2024.

Bao Hoang, Yijiang Pang, Siqi Liang, Liang Zhan, Paul M. Thompson, Jiayu Zhou
Distributed Harmonization: Federated Clustered Batch Effect Adjustment and Generalization
KDD 2024 ADS.

Junyuan Hong, Wenqing Zheng, Han Meng, Siqi Liang, Anqing Chen, Hiroko H Dodge, Jiayu Zhou, Zhangyang Wang
A-CONECT: Designing AI-based Conversational Chatbot for Early Dementia Intervention
ICLR 2024 Workshop on Large Language Model (LLM) Agents.

Siqi Liang, Jintao Huang, Junyuan Hong, Dun Zeng, Jiayu Zhou, Zenglin Xu
FedNoisy: Federated Noisy Label Learning Benchmark
arXiv preprint arXiv:2306.11650, 2023. [Code]

Dun Zeng*, Siqi Liang*, Xiangjin Hu, Zenglin Xu (* equal contribution in random order)
FedLab: A Flexible Federated Learning Framework
The Journal of Machine Learning Research, 24(100):1−7, 2023. [Code] [Benchmark]

Andrew B Chen, Siqi Liang, Jessica H Nguyen, Yan Liu, Andrew J Hung
Machine learning analyses of automated performance metrics during granular sub-stitch phases predict surgeon experience
Surgery, 2021.

Benjamin Y Xu, Siqi Liang, Anmol A Pardeshi, Jacob Lifton, Sasan Moghimi, Juan Pablo Lewinger, Rohit Varma
Differences in Ocular Biometric Measurements among Subtypes of Primary Angle Closure Disease: The Chinese American Eye Study
Ophthalmology Glaucoma, 2021.

Liyang Hao*, Siqi Liang*, Jinmian Ye, Zenglin Xu (* equal contribution in random order)
TensorD: A tensor decomposition library in TensorFlow
Neurocomputing, 2018. [Code]

Open-source Federated Learning Framework Project [Code] [Benchmark] [Docs]
Mentor: Prof. Zenglin Xu
I lead our development team! Our FedLab has 400 stars now.

Surgery Analysis Project
Mentor: Prof. Yan Liu, Dr. Andrew J Hung
Melady Lab, Viterbi School of Engineering, USC
Keck School of Medicine of USC

Large-Scale Data Mining Algorithm Implemantation & Apache Spark [Detail]
INF 553 Course Project, USC
In most cases, my implementation achieves at least 10.0x speed up compared with TA's benchmark with same or even beter performance.

Angle Closure Glaucoma Detection
Mentor: Dr. Benjamin Y. Xu
Keck School of Medicine of USC

Large-scale Tensor Decomposition [Code] [Docs]
Mentor: Prof. Zenglin Xu
SMILE Lab, UESTC
I was responsible for developing the tensor decomposition algorithms in Python and TensorFlow, and documentation. Our open-source Python library based on TensorFlow TensorD has 82 stars now.

Research Assistant in Rich Media Big Data Analytics and Application Key Laboratory
Shenzhen Research Institute (SZRI), The Chinese University of Hong Kong
Mentor: Prof. Irwin King
Dec. 2021 – Jun. 2022

Research Assistant
SMILE Lab, Shenzhen
Mentor: Prof. Zenglin Xu
Mar. 2021 – Jun. 2023

Graduate Student Researcher in Keck School of Medicine of the University of Southern California
Mentor: Dr. Benjamin Y. Xu
Aug. 2018 – Jun. 2020

The Chinese University of Hong Kong (CUHK) Summer Research Placement Programme
Mentor: Prof. Irwin King
Jul. 2017 – Aug. 2017

Conference: ICLR 2025, KDD 2025 Research/ADS/Dataset and Benchmark, NeurIPS 2024 Datasets & Benchmarks Track, KDD 2023 ADS, ICML 2022

Journal: IEEE Transactions on Big Data, IEEE TNNLS, IEEE Transactions on Signal Processing, IEEE SMC

Conference Workshop: AAAI 2025 FLUID Workshop, KDD 2024 FedKDD Workshop, KDD 2023 FL4Data-Mining Workshop