The Data behind Intelligence.

Data foundations for agents that remember, communicate, and coordinate.

UTS AAII · UNSW DKR Group

Memorystore · compress · retrieve · update Coordinationrouting · orchestration · knowledge sharing Data qualityclean · align · verify · trace Graph & data managementstorage · indexing · querying Applicationsbiology · water · social computing

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Graph & data managementApplicationsActive

HiGraph

The largest public hierarchical graph dataset for malware analysis: over 200M control flow graphs nested inside 499K function call graphs, covering ten years of Android applications. Accepted at NeurIPS 2026, Evaluations and Datasets Track.

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
NeurIPS 2026CORE A*

Multivariate Time Series Forecasting needs Cross Variable Loss

Kuiye Ding, Yifan Hu, Hanchen Wang, Hao Xue

TKDE 2026JCR Q1

SARL: A Scalable Attribute-Informed Representation Learning Framework for Bipartite Graphs

Jianke Yu, Hanchen Wang, Chen Chen, Xiaoyang Wang, Wenjie Zhang, Ying Zhang, Xijuan Liu

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

There is room here.

Ph.D. and M.Phil.

Places at AAII, UTS, from the 2028 Session 1 (28S1) intake onwards. Scholarships are A$39k/year plus a tuition fee waiver. Ten minutes on the form 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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