DeDiAttack: Enhancing Transferability of Unrestricted Adversarial Examples via Deformation-Constrained Diffusion. [PDF]
Sensors (Basel)Qu B, Peng A, Zhao S.
europepmc +1 more source
A Self‐Supervised Framework for Space Object Behaviour Characterisation
Expert Systems, Volume 43, Issue 10, October 2026.ABSTRACT Foundation Models, which leverage large neural networks pre‐trained on unlabelled data before fine‐tuning for specific tasks, are increasingly being applied to specialised domains. Recent examples include ClimaX for climate and Clay for satellite Earth observation, but a Foundation Model for Space Object Behavioural Analysis (SOBA) has not yet
Ian Groves +6 more
wiley +1 more source
Adaptive Multi-Model Hierarchical Federated Learning for Robust IoT Intrusion Detection. [PDF]
Sensors (Basel)Latif S, Djenouri D.
europepmc +1 more source
Microring Resonator Dispersion Metrology With Neural Networks
Nanophotonics, Volume 15, Issue 17, 11 September 2026.We present a machine learning framework for inverse and forward characterization of microring resonators, inferring geometry and material dispersion from sparse spectral data. The approach achieves nanometer‐scale accuracy and > 99% material identification, while reconstructing full dispersion spectra.
Ergun Simsek +3 more
wiley +1 more source
Adversarial robust EEG-based brain-computer interfaces using a hierarchical convolutional neural network. [PDF]
Sci RepSamuel J +5 more
europepmc +1 more source
A deployed investigative AI search engine for combating human trafficking at web scale
AI Magazine, Volume 47, Issue 3, Fall 2026.Abstract Online human trafficking investigations generate vast amounts of noisy, heterogeneous, and deliberately obfuscated data, making traditional search and analytics tools ineffective for supporting law enforcement. This paper discusses the deployment of the Domain‐Specific Insight Graphs (DIG) system, an AI‐powered investigative search engine that
Mayank Kejriwal
wiley +1 more source
From Simulation to Healthcare: KINAITICS' AI Framework for Cyber-Physical Security. [PDF]
Open Res EurMarcheschi P, Pisani M, Dalmiani S.
europepmc +1 more source
Privacy‐preserving multi‐agent systems for human‐centred inclusive healthcare AI
AI Magazine, Volume 47, Issue 3, Fall 2026.ABSTRACT Healthcare environments present uniquely demanding constraints for the deployment of artificial intelligence (AI). Clinical decisions of significant consequence are rarely the product of a single isolated computation; rather, safe and effective patient care relies on the continuous collaboration of distributed entities, including clinicians ...
Mufti Mahmud +14 more
wiley +1 more source
Attentional semantic attack for enhancing adversarial samples transferability. [PDF]
Sci RepWang P, Liu J.
europepmc +1 more source
Do Androids Dream of Electric Sheep? A Psychoanalytic Inquiry Into Large Language Models
International Journal of Applied Psychoanalytic Studies, Volume 23, Issue 3, September 2026.ABSTRACT Large language models produce fluent, contextually appropriate language that invites the inference that something behind the output is thinking. The psychoanalytic theory of thinking, specifically the work of Wilfred Bion and Donald Winnicott read together, allows us to specify what thinking requires, what the LLM lacks, and what occurs when a
Mustafa Selek
wiley +1 more source