the Massively Parallel Computation (MPC) model has gained significant attention. However, most distributed and parallel graph algorithms in the MPC model are designed for static graphs. Dynamic ...

Unlike frameworks that use static computation graphs, PyTorch uses a dynamic computation graph, allowing for real-time model changes, easier debugging, and faster prototyping, making PyTorch ...

Recent research has focused on developing more robust, scalable, and accurate algorithms through iterative computation ... estimation over both static and dynamic graphs through sample reduction ...

PyTorch is an open source machine learning framework used for developing deep learning models. Originally created by Meta AI ...