Defense through diverse directions

C Bender, Y Li, Y Shi, MK Reiter… - … on Machine Learning, 2020 - proceedings.mlr.press
In this work we develop a novel Bayesian neural network methodology to achieve strong
adversarial robustness without the need for online adversarial training. Unlike previous efforts …

[HTML][HTML] Proactive defense mechanism: Enhancing IoT security through diversity-based moving target defense and cyber deception

Z Rehman, I Gondal, M Ge, H Dong, M Gregory… - Computers & …, 2024 - Elsevier
… propose a proactive defense framework that leverages a … defense strategies. Our proposed
approach incorporates proactive defense mechanisms that combine Moving Target Defense

Functionality defense through diversity: a design framework to multitier systems

J Wang, R Sharman, S Zionts - Annals of Operations Research, 2012 - Springer
… These limitations form part of our future research directions. In a database system, when
there is a database failure, typically the rollback mechanism kicks in and the current transaction …

Shielding object detection: Enhancing adversarial defense through ensemble methods

Z Peng, X Chen, W Huang, X Kong… - 2024 5th Information …, 2024 - ieeexplore.ieee.org
… the adversarial robustness of object detection models through the utilization of ensemble
methods. The proposed approach uses a novel diversity training strategy to reduce the attack …

Toward proactive, adaptive defense: A survey on moving target defense

JH Cho, DP Sharma, H Alavizadeh… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
… work directions. The aim of this paper is to provide the overall trends of MTD research in terms
of critical aspects of defensethrough an expert opinion survey. They contacted 120 cyber …

Privacy-preserved and responsible recommenders: From conventional defense to federated learning and blockchain

W Ali, X Zhou, J Shao - ACM Computing Surveys, 2025 - dl.acm.org
diversity, and transparency. Realizing the potential research signiicance, some researchers
critically analyzed academic literature through diverse … up their research directions regarding …

Beyond line of sight defense communication systems: Recent advances and future challenges

RA Khalil, M Haris, N Saeed - arXiv preprint arXiv:2312.06491, 2023 - arxiv.org
defense communication systems. Additionally, we present several future research directions
for BLOS communication in defense … flight paths for UAVs navigating through combat zones, …

Enhancing Spear Phishing Defense with AI: A Comprehensive Review and Future Directions.

N Mohamed, H Taherdoost… - EAI Endorsed …, 2025 - search.ebscohost.com
… This paper presents a comprehensive review of 23 seminal studies that explore the
deployment of AI in spear phishing defense. Through this review, we aim to provide a holistic …

A survey on the moving target defense strategies: An architectural perspective

J Zheng, AS Namin - Journal of Computer Science and Technology, 2019 - Springer
… and an attacker entity for diversity defense strategy, such as … effectiveness of a moving target
defense through low-level (OS … We list some of the future research directions following the …

A novel adversarial FDI attack and defense mechanism for Smart Grid demand-response mechanisms

G Zhang, B Sikdar - IEEE Transactions on Industrial Cyber …, 2024 - ieeexplore.ieee.org
… Within each “update step”, the merged gradient direction is determined through the combination
… The output logits of the defense model are passed through a sigmoid activation to get a …