Results 171 to 180 of about 2,268,403 (339)

PPATF: A Privacy-Preserving Adversarial Training Framework to Enhance the Robustness of Lightweight Intrusion Detection Models

IEEE Access
As adversarial attacks become more sophisticated, AI-driven intrusion detection models are increasingly at risk. Adversarial evasion typically originates from data leakage, allowing attackers to infer training data and generate adversarial examples that ...
Wonjun Han, Soojin Lee
doaj   +1 more source

Federated Robustness Propagation: Sharing Adversarial Robustness in Heterogeneous Federated Learning. [PDF]

Proc AAAI Conf Artif Intell, 2023
Hong J, Wang H, Wang Z, Zhou J.
europepmc   +1 more source

Recurrent Attention Model with Log-Polar Mapping is Robust against Adversarial Attacks [PDF]

, 2020
Taro Kiritani, Koji Ono
openalex   +1 more source

Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering [PDF]

, 2022
Shiquan Yang, Xinting Huang, Jey Han Lau, Sarah Erfani   +3 more
openalex   +1 more source

BMPCQA: Bioinspired Metaverse Point Cloud Quality Assessment Based on Large Multimodal Models

Advanced Intelligent Systems, EarlyView.
This study presents a bioinspired metaverse point cloud quality assessment metric, which simulates the human visual evaluation process to perform the point cloud quality assessment task. It first extracts rendering projection video features, normal image features, and point cloud patch features, which are then fed into a large multimodal model to ...
Huiyu Duan, Kang Fu, Sijing Wu, Yunhao Li, Zicheng Zhang, Qiang Hu, Xiongkuo Min, Guangtao Zhai   +7 more
wiley   +1 more source

On the role of deep learning model complexity in adversarial robustness for medical images. [PDF]

BMC Med Inform Decis Mak, 2022
Rodriguez D, Nayak T, Chen Y, Krishnan R, Huang Y.   +4 more
europepmc   +1 more source

Adversarial Attack for Explanation Robustness of Rationalization Models [PDF]

Yuankai Zhang, Lingxiao Kong, Haozhao Wang, Ruixuan Li, Jun Wang, Yuhua Li, Wei Liu   +6 more
openalex   +1 more source

Distributionally Robust Learning with Stable Adversarial Training [PDF]

, 2021
Jiashuo Liu, Zheyan Shen, Peng Cui, Linjun Zhou, Kun Kuang, Bo Li   +5 more
openalex   +1 more source

Multitarget Recognition of Flower Images Based on Lightweight Deep Neural Network and Transfer Learning

Advanced Intelligent Systems, EarlyView.
This article proposes a lightweight YOLOv4‐based detection model using MobileNetV3 or CSPDarknet53_tiny, achieving 30+ FPS and higher mAP. It also presents a ShuffleNet‐based classification model with transfer learning and GAN‐augmented images, improving generalization and accuracy.
Qingyang Liu, Yanrong Hu, Hongjiu Liu
wiley   +1 more source

Robustness Certificates Against Adversarial Examples for ReLU Networks [PDF]

, 2019
Sahil Singla, Soheil Feizi
openalex   +1 more source