10 Dec 2024
Fangbing’s work “Asymmetric Learning for Spectral Graph Neural Networks” is accepted to AAAI 2025. Congratulations, Fangbing!
10 Dec 2024
Asela’s work “DeepSN: A Sheaf Neural Framework for Influence Maximization” is accepted to AAAI 2025. Congratulations, Asela!
1 Nov 2024
Our latest work on dynamic road networks “Dual-Hierarchy Labelling: Scaling Up Distance Queries on Dynamic Road Networks” is accepted by SIGMOD 2025.
22 Oct 2024
Our work “Optimal Partial Graph Matching” is available.
16 Oct 2024
Our recent work “Towards Bridging Generalization and Expressivity of Graph Neural Networks” is available.
2 Oct 2024
Our paper “Stable Tree Labelling for Accelerating Distance Queries on Dynamic Road Networks” is to appear at EDBT 2025.
9 Feb 2024
Congratulations to Farhan for receiving a research grant from Helmholtz Information & Data Science Academy!
20 Nov 2023
Welcome Khoa and Jiawen to join us for an exciting summer research program at ANU!
24 Aug 2023
Our paper “Hierarchical Cut Labelling – Scaling Up Distance Queries on Road Networks”, is to appear at SIGMOD 2024. Well done, Team!
1 Jul 2023
Quang is joining our research lab. Welcome Quang!
16 May 2023
Our latest work on batch-dynamic algorithms, “BatchHL+: Batch Dynamic Labelling for Distance Queries on Large-Scale Networks”, is accepted for publication in The VLDB Journal. Congratulations!
8 May 2023
Gathika’s work “Contrastive Learning for Supervised Graph Matching” is accepted to UAI 2023. Well done, Gathika!
25 Apr 2023
Sean’s paper “Local Vertex Colouring Graph Neural Networks” is accepted to ICML 2023. Congratulations, Sean!
26 Mar 2023
Ghodai’s paper “Learning Data Teaching Strategies via Knowledge Tracing” is to appear at Knowledge-based Systems. Good work, Ghodai!
25 Mar 2023
Congratulations to Ghodai for submitting your thesis. Well done!
9 Mar 2023
Congratulations on your doctorate, Asiri. Well deserved!
24 Feb 2023
A “PhD Opportunity” is available in Graph Algorithms.
29 Jan 2023
Farhan’s work “Efficient Maintenance of Highway Cover Labelling for Distance Queries on Large Dynamic Graphs” is accepted for publication in World Wide Web. Congratulations Farhan!
23 Jan 2023
Our paper “N-WL: A New Hierarchy of Expressivity for Graph Neural Networks” is to appear at ICLR 2023.
20 Nov 2022
Sean’s paper “Restructuring Graphs for Higher Homophily via Adaptive Spectral Clustering” is accepted to AAAI 2023 (oral). Congratulations Sean!
18 Oct 2022
Our survey paper “Knowledge Tracing: A Survey” is to appear at ACM Computing Surveys. Congratulations to everyone.
10 Sep 2022
Ghodai’s paper “Deep Graph Memory Networks for Forgetting-Robust Knowledge Tracing” is accepted for publication at TKDE.
20 Jun 2022
Buddhi will be joining us soon. Welcome!
1 Jun 2022
Congratulations on finishing the PhD journey and starting your postdoc, Farhan!
24 Mar 2022
Asiri will be giving his thesis presentation “Geometric Learning on Graph Structured Data” at 11am - 12pm.
10 Mar 2022
Xincheng will be joining us within a collaboration between our lab and CSIRO – Welcome Xincheng!
14 Feb 2022
Asela will be joining us. Welcome and look forward to seeing you soon in Canberra!
31 Jan 2022
Our work on A New Perspective on “How Graph Neural Networks Go Beyond Weisfeiler-Lehman?” is accepted by ICLR 2022 (oral).
27 Jan 2022
Masooma will be giving her thesis presentation “Privacy-Preserving Data Publishing” at 11am - 12pm.
18 Jan 2022
Masooma’s paper “dK-Personalization: Publishing Network Statistics with Personalized Differential Privacy” is accepted by PAKDD 2022.
11 Jan 2022
Farhan’s work “BatchHL: Answering Distance Queries on Batch-Dynamic Networks at Scale” is to appear at SIGMOD 2022.
22 Nov 2021
Welcome Yi, Dillon, and Bhavesh to start their summer research programs with us!
15 Oct 2021
Data61 PhD opportunity with the project “Privacy-Enhanced Analytics on Evolving Graphs” for onshore students. Application deadline is 5 November.
7 Oct 2021
Farhan’s thesis presentation “Answering Shortest Path Distance Queries in Very Large Networks” will be held at 11am - 12pm.
3 Oct 2021
Farhan’s paper “Fast Fully Dynamic Labelling For Distance Queries” is accepted for publication in The VLDB Journal!
21 Sep 2021
Gathika will be joining us remotely from 30 Sep. Welcome! We look forward to seeing you in Canberra in Jan 2022!
1 Sep 2021
Asiri’s paper “A Regularized Wasserstein Framework for Graph Kernels” is accepted by ICDM 2021.
26 Jul 2021
Sean’s paper “Beyond Low-Pass Filters: Adaptive Feature Propagation on Graphs” is to appear at ECML-PKDD 2021.
01 Jul 2021
Two PhD scholarships for an ARC DP project are available.
01 Jul 2021
— This lab site is officially starting!