A state-of-the-art review on adversarial machine learning in image classification

A Bajaj, DK Vishwakarma - Multimedia Tools and Applications, 2024 - Springer
Computer vision applications like traffic monitoring, security checks, self-driving cars,
medical imaging, etc., rely heavily on machine learning models. It raises an essential …

[HTML][HTML] Adversarial robustness improvement for deep neural networks

C Eleftheriadis, A Symeonidis, P Katsaros - Machine Vision and …, 2024 - Springer
Deep neural networks (DNNs) are key components for the implementation of autonomy in
systems that operate in highly complex and unpredictable environments (self-driving cars …

A practical guide to statistical distances for evaluating generative models in science

S Bischoff, A Darcher, M Deistler, R Gao… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative models are invaluable in many fields of science because of their ability to
capture high-dimensional and complicated distributions, such as photo-realistic images …

Model Stealing Detection for IoT Services Based on Multi-Dimensional Features

X Liu, T Liu, H Yang, J Dong, Z Ying… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
Model stealing (MS) attacks pose a significant security concern for machine learning models
on cloud platforms, as they can reconstruct a substitute model with limited effort to evade …

Detecting Machine-Generated Texts by Multi-Population Aware Optimization for Maximum Mean Discrepancy

S Zhang, F Liu, J Yang, Y Yang, C Li, B Han… - arXiv preprint arXiv …, 2024 - arxiv.org
Large language models (LLMs) such as ChatGPT have exhibited remarkable performance
in generating human-like texts. However, machine-generated texts (MGTs) may carry critical …

[HTML][HTML] Fast Model Selection and Hyperparameter Tuning for Generative Models

L Chen, SK Ghosh - Entropy, 2024 - mdpi.com
Generative models have gained significant attention in recent years. They are increasingly
used to estimate the underlying structure of high-dimensional data and artificially generate …

Systematic Review on Aspect-Based SentimentAnalysis in Cross-Domain

RV Santin, SO Rezende - 2024 - researchsquare.com
Aspect-level sentiment analysis is crucial for consumers and institutions, enabling them to
monitor satisfaction regarding specific aspects of products and services through user …