Data management for intelligent systems.

How they remember. How their parts coordinate. Whether the data underneath holds up.

Based at the Australian Artificial Intelligence Institute, University of Technology Sydney. Associated with the Data and Knowledge Research Group at UNSW.

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MemoryCoordinationData qualityActive

Data in Agentic AI

A survey and living resource list on the data side of agentic AI: how these systems process data, retrieve it, remember it, coordinate over it, and fail because of it. 202 papers indexed so far, with an accompanying ICDE 2026 tutorial.

Selected publications

Full list
ICDM 2026CORE A*

UniCom: A Unified Framework for Community Search and Detection via Transfer Learning

Yifan Zhu, Hanchen Wang, Wenjie Zhang, Alexander Zhou, Ying Zhang

ICDM 2026CORE A*

FADTI: Fourier and Attention Driven Diffusion for Multivariate Time Series Imputation

Runze Li, Hanchen Wang, Wenjie Zhang, Binghao Li, Yu Zhang, Xuemin Lin, Ying Zhang

arXiv 2026Preprint

Multivariate Time Series Forecasting needs Cross Variable Loss

Kuiye Ding, Yifan Hu, Hanchen Wang, Hao Xue

Advisory board

There is room here.

Ph.D. and M.Phil.

We are recruiting for the 2028 Session 1 (28S1) intake only. Scholarships are A$39k/year plus a tuition fee waiver. A short email with your CV and transcripts is enough to start.

How to apply

Other collaboration

Visiting researchers, joint projects, co-supervision across institutions, and data or workload partnerships. If our work overlaps with yours, write to us.

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