A Comprehensive Review on Federated and Incremental Learning in Spatial Crowdsourcing Systems
A comprehensive overview of Federated and Incremental Learning (FIL) integration in Spatial Crowdsourcing, highlighting privacy, security, adaptability, efficiency challenges, and future research directions. ABSTRACT Spatial Crowdsourcing (SC) coordinates workers and requesters through personal mobile devices to complete location‐dependent tasks in ...
Md Mujibur Rahman +3 more
wiley +1 more source
Base Semantics—A Novel Approach for Minimizing Malware Detection Rules
ABSTRACT The rapid evolution of malware variants has increasingly undermined traditional signature‐based detection techniques, which are easily evaded through obfuscation and polymorphism that preserve malicious functionality. This challenge is particularly acute in Internet of Things (IoT) environments, where device heterogeneity, resource constraints,
Khizar Hayat +5 more
wiley +1 more source
Evaluating the Adversarial Robustness and Clinical Safety of Quantized Hierarchical Transformers for Edge-Based Malaria Microscopy. [PDF]
Hasan U, Alghamdi TG, Nayeem MA.
europepmc +1 more source
Rethinking Mistrust: Elements Toward a Situated Theory on Immigrant Workers
ABSTRACT This article explores mistrust as a socially situated phenomenon by using the care trajectories of injured immigrant workers in Québec as a conceptual entry point. Rather than focusing on the individual characteristics of trusters, it examines how mistrust emerges from a subjective evaluation of environments perceived as threatening.
Maude Arsenault, Daniel Côté
wiley +1 more source
DeDiAttack: Enhancing Transferability of Unrestricted Adversarial Examples via Deformation-Constrained Diffusion. [PDF]
Qu B, Peng A, Zhao S.
europepmc +1 more source
Large Language Models and Agentic AI for Vulnerability Management: A Systematic Review
ABSTRACT Large Language Models (LLMs), pretrained language and code models and agentic artificial intelligence are increasingly being investigated across the vulnerability‐management lifecycle. However, the evidence remains fragmented across code‐level prediction, vulnerability‐intelligence enrichment, exploit‐oriented evaluation, automated repair and ...
Yasamin Akrami +2 more
wiley +1 more source
AI-driven cybersecurity for industrial internet of things: architectures, challenges, datasets, and future research directions. [PDF]
Singhal S, Kumar KA.
europepmc +1 more source
From the Margins: Potential Coalitions in Centralized, High‐Capacity States
ABSTRACT The early stages of coalition formation remain an understudied area, particularly in centralized, high‐capacity political systems. Examining actor dynamics at this formative stage can reveal how coalitions form and how limited pluralism constrains their development.
Sreeja Nair, Yuhao Ba, Mohnish Kedia
wiley +1 more source
Adversarial robust EEG-based brain-computer interfaces using a hierarchical convolutional neural network. [PDF]
Samuel J +5 more
europepmc +1 more source

