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RAILS: A Robust Adversarial Immune-Inspired Learning System

open access: yesIEEE Access, 2022
Adversarial attacks against deep neural networks (DNNs) are continuously evolving, requiring increasingly powerful defense strategies. We develop a novel adversarial defense framework inspired by the adaptive immune system: the Robust Adversarial Immune ...
Ren Wang   +6 more
doaj   +3 more sources

Developing a Robust Defensive System against Adversarial Examples Using Generative Adversarial Networks

open access: yesBig Data and Cognitive Computing, 2020
In this work, we propose a novel defense system against adversarial examples leveraging the unique power of Generative Adversarial Networks (GANs) to generate new adversarial examples for model retraining. To do so, we develop an automated pipeline using
Shayan Taheri   +3 more
doaj   +3 more sources

Threats and vulnerabilities in artificial intelligence and agentic AI models [PDF]

open access: yesFrontiers in Artificial Intelligence
IntroductionAdversarial robustness in artificial intelligence is commonly defined in terms of input-level perturbations applied to static models. This study reconceptualises adversarial vulnerability for artificial and agentic AI systems by extending the
Petar Radanliev   +4 more
doaj   +2 more sources

The Principle of Adversarial System in Canon Law and Polish Law – Outline of the Issues [PDF]

open access: diamondSocietas et Iurisprudentia
This paper attempts to describe the meaning and role of the adversarial system principle in the canon law against the background of the Polish law. The eponymous issue of the adversarial system was analysed using a comparative legal method, which makes ...
Maciej Andrzejewski
doaj   +2 more sources

Editorial – An overview on the “crisis” of testimonial evidence as a judicial decision making tool, between ECHR and Italian Criminal Proceeding:

open access: yesRevista Brasileira de Direito Processual Penal, 2022
We know that science is a precious ally for the judge in the search for truth. But we also know that every coin has its flipside. Science can in fact constitute a false ally for the judge, dangerously channeling the process towards judicial error.
Pier Paolo Paulesu
doaj   +1 more source

Adversary Aware Surveillance Systems [PDF]

open access: yesIEEE Transactions on Information Forensics and Security, 2009
We consider surveillance problems to be a set of system-adversary interaction problems in which an adversary can be modeled as a rational (selfish) agent trying to maximize his utility. We feel that appropriate adversary modeling can provide deep insights into the system performance and also clues for optimizing the system's performance against the ...
Vivek K. Singh 0001   +1 more
openaire   +2 more sources

Adversarial attacks and defenses in deep learning

open access: yes网络与信息安全学报, 2020
The adversarial example is a modified image that is added imperceptible perturbations, which can make deep neural networks decide wrongly. The adversarial examples seriously threaten the availability of the system and bring great security risks to the ...
LIU Ximeng   +2 more
doaj   +3 more sources

Double adversarial attack against license plate recognition system

open access: yes网络与信息安全学报, 2023
Recent studies have revealed that deep neural networks (DNN) used in artificial intelligence systems are highly vulnerable to adversarial sample-based attacks.To address this issue, a dual adversarial attack method was proposed for license plate ...
Xianyi CHEN, Jun GU1, Kai YAN, Dong JIANG, Linfeng XU, Zhangjie FU
doaj   +3 more sources

THE ADVERSARIAL SYSTEM AND THE BEST INTERESTS OF THE CHILD IN DIVORCE LITIGATION: SOME THOUGHTS REGARDING COLLABORATIVE LAW AS A MEANS TO RESOLVE PARENTAL DISPUTES [PDF]

open access: yesPotchefstroom Electronic Law Journal, 2016
In this contribution it is argued that the adversarial system of litigation does not serve the best interests of children upon divorce. After a brief analysis of the system it is concluded that other less aggressive means of litigation should be ...
JA Robinson
doaj   +1 more source

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