Ioannis Smyrnakis

One Filter Is All You Need: Understanding Pattern Recognition in 1D Convolutional Neural Networks

Pattern recognition in sequential data is a fundamental problem encountered across digital communications, cryptography, and computational biology. Although convolutional neural networks (CNNs) have demonstrated strong performance in sequence classification tasks, the mechanisms by which they achieve this remain insuff...