3 papers
cs.LG2022
Graph Representation Learning with Individualization and Refinement
Mohammed Haroon Dupty, Wee Sun Lee
Graph Neural Networks (GNNs) have emerged as prominent models for representation learning on graph structured data. GNNs follow an approach of message passing analogous to 1-dimens…
cs.LG2020
Neuralizing Efficient Higher-order Belief Propagation
Mohammed Haroon Dupty, Wee Sun Lee
Graph neural network models have been extensively used to learn node representations for graph structured data in an end-to-end setting. These models often rely on localized first…
cs.CV2019
Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition
Mohammed Haroon Dupty, Zhen Zhang, Wee Sun Lee
We address the problem of Visual Relationship Detection (VRD) which aims to describe the relationships between pairs of objects in the form of triplets of (subject, predicate, obje…