Graduate Theses: Recent submissions
Now showing items 55-57 of 36403
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Sampling Methods for Fast and Versatile GNN Training
(Massachusetts Institute of Technology, 2022-09)Graph neural networks (GNNs) have become a commonly used class of machine learning models that achieve state-of-the-art performance in various applications. A prevalent and effective approach for applying GNNs on large ... -
Optimizing Graph Neural Network Training on Large Graphs in A Distributed Setting
(Massachusetts Institute of Technology, 2022-09)Graph neural networks (GNNs) are an important class of methods for leveraging the information present in graph structures to perform various learning tasks. Distributed GNNs can improve the performance of GNN execution by ... -
When Your Home Becomes a Panda Park: The Opportunity and Upheaval of China's Giant Panda National Park
(Massachusetts Institute of Technology, 2025-09)In December 2016, China launched the Giant Panda National Park (GPNP). A massive ecological initiative aimed at safeguarding its beloved national symbol and international icon of conservation, the park marked an unequivocal ...
