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- Centre for Quantum Computation and Communication TechnologyAU35 papers
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4 papers · 1 filter
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs
Linhao Luo, Reza Haffari, Shirui Pan
Link prediction on dynamic graphs is an important task in graph mining. Existing approaches based on dynamic graph neural networks (DGNNs) typically require a significant amount of…
GOOD-D: On Unsupervised Graph Out-Of-Distribution Detection
Yixin Liu, Kaize Ding, Huan Liu +1
Most existing deep learning models are trained based on the closed-world assumption, where the test data is assumed to be drawn i.i.d. from the same distribution as the training da…
Nuclear cusps and singularities in the non-additive kinetic potential bi-functional from analytical inversion
Mojdeh Banafsheh, Tomasz A. Wesolowski, Tim Gould +2
The non-additive kinetic potential is a key quantity in density-functional theory (DFT) embedding methods, such as frozen density embedding theory and partition DF…
Laser-Induced Graphitisation of Diamond Under 30 fs Laser Pulse Irradiation
Bakhtiar Ali, Han Xu, Dashavir Chetty +3
The degree of laser-induced graphitisation from a sp3-bonded to a sp2-bonded carbon fraction in a single crystal chemical vapour deposited (CVD) diamond under a varying fluence of…