Kevin Leach

Neurological divide

2020

Software engineering involves writing new code or editing existing code. Recent efforts have investigated the neural processes associated with reading and comprehending code --- however, we lack a thorough understanding of the human cognitive processes …

Pre-Training Representations of Binary Code Using Contrastive Learning

2023

<p>Binary code analysis and comprehension is critical to applications in reverse engineering and computer security tasks where source code is not available. Unfortunately, unlike source code, binary code lacks semantics and is more difficult for …

Robust Testing for Deep Learning using Human Label Noise

2025

In deep learning (DL) systems, label noise in training datasets often degrades model performance, as models may learn incorrect patterns from mislabeled data. The area of Learning with Noisy Labels (LNL) has introduced methods to …