[HTML][HTML] Dynamic-Max-Value ReLU Functions for Adversarially Robust Machine Learning Models

K Sooksatra, P Rivas - Mathematics, 2024 - mdpi.com
The proliferation of deep learning has transformed artificial intelligence, demonstrating
prowess in domains such as image recognition, natural language processing, and robotics …

[HTML][HTML] Model and Method for Providing Resilience to Resource-Constrained AI-System

V Moskalenko, V Kharchenko, S Semenov - Sensors, 2024 - mdpi.com
Artificial intelligence technologies are becoming increasingly prevalent in resource-
constrained, safety-critical embedded systems. Numerous methods exist to enhance the …

AI Safety in Practice: Enhancing Adversarial Robustness in Multimodal Image Captioning

MB Rashid, P Rivas - arxiv preprint arxiv:2407.21174, 2024 - arxiv.org
Multimodal machine learning models that combine visual and textual data are increasingly
being deployed in critical applications, raising significant safety and security concerns due to …