Mohammed Haroon Dupty
Research Fellow, School of Computing, National University of Singapore
I am a Research Fellow, at the School of Computing (SoC), National University of Singapore (NUS).
My general research interest lies in Machine Learning and its appliations, with specific focus on Representation learning, Probabilistic modeling and Generative modeling. Over the last few years, I have worked on representation learning on the graph structured data with applications in vision, language and Science. Currently working on Discrete generative modeling at the intersection of Graph and Language domains.
Previously, I graduated with a PhD in Computer Science from SoC, NUS where I was advised by Prof. Lee Wee Sun. My PhD thesis work was focussed on improving the expressive power of Graph Neural Networks.
For further details, please have a look at my CV and google scholar page.
Contact: haroon@u.nus.edu / dmharoon@gmail.com
news
| May 02, 2025 | Our paper SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity & Hierarchy in Efficiently Layered Decoder is accepted at ICML 2025. |
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| Jul 19, 2024 | Our paper Efficient Global Message Passing for Heterophilous Graphs is accepted at CIKM 2024. |
| Jun 18, 2024 | Our paper Differentiable Cluster Graph Neural Network is accepted at Differentiable Almost Everything Workshop in ICML 2024. |
| May 17, 2024 | Our paper Hierarchical Neural Constructive Solver for Real-world TSP Scenarios is accepted at KDD 2024. |
| Feb 27, 2024 | Our paper Constrained Layout Generation with Factor Graphs is accepted at CVPR 2024. |
| Oct 29, 2023 | Our paper on Implicit Graph Neural Diffusion is accepted for oral presentation at GL Frontiers Workshop in Neurips 2023. |