Ulster University

Accelerating your Research using the Northern Ireland HPC cluster: Hands-on guide with GPU and CPU-based applications - Part 2

This workshop will consider several applications based on machine learning classification and the training of artificial neural networks and deep learning.
blockchain

DeepMind Reveals 'Grokking' in Neural Networks: Sudden Generalization After Prolonged Training – Implications for AI Model Learning

According to God of Prompt on Twitter, DeepMind researchers have identified a phenomenon called 'Grokking' where neural networks may train for thousands of epochs with little to no improvement, then ...
IEEE

Shallow Neural Network Training Via Atomic Norms and Semidefinite Programming

Abstract: Neural networks have achieved remarkable results across numerous scientific domains because of their ability to uncover complex patterns. However, despite their effectiveness, these networks ...
IEEE

Fast Adversarial Training for Graph Neural Network Based Resource Allocation

Abstract: In this letter, we propose a meta-learning-based fast adversarial training method to address the vulnerability of graph neural network (GNN) based resource allocation method to adversarial ...