2 citations · 3 across the 4 of their papers we have counts for
4 papers
Case Study: Neural Network Malware Detection Verification for Feature and Image Datasets
Preston K. Robinette, Diego Manzanas Lopez, Serena Serbinowska +2
Malware, or software designed with harmful intent, is an ever-evolving threat that can have drastic effects on both individuals and institutions. Neural network malware classificat…
Online Reachability Analysis and Space Convexification for Autonomous Racing
Sergiy Bogomolov, Taylor T. Johnson, Diego Manzanas Lopez +2
This paper presents an optimisation-based approach for an obstacle avoidance problem within an autonomous vehicle racing context. Our control regime leverages online reachability a…
Robustness Verification of Deep Neural Networks using Star-Based Reachability Analysis with Variable-Length Time Series Input
Neelanjana Pal, Diego Manzanas Lopez, Taylor T Johnson
Data-driven, neural network (NN) based anomaly detection and predictive maintenance are emerging research areas. NN-based analytics of time-series data offer valuable insights into…
Reachability Analysis of a General Class of Neural Ordinary Differential Equations
Diego Manzanas Lopez, Patrick Musau, Nathaniel Hamilton +1
Continuous deep learning models, referred to as Neural Ordinary Differential Equations (Neural ODEs), have received considerable attention over the last several years. Despite thei…