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Related Articles from SNS
Explainable AML Triage with LLMs: Evidence Retrieval and Counterfactual Checks
arXiv:2604.19755v2 Announce Type: replace Abstract: Anti-money laundering (AML) transaction monitoring generates large volumes of alerts that must be rapidly triaged by investigators under strict audit and governance constraints. While large language models (LLMs) can summarize heterogeneous evidence and draft rationales, unconstrained generation is risky in regulated workflows due to hallucinations, weak provenance, and explanations that are not faithful to the underlying decision. We...
An AutomationML Domain Library for the Formalized Process Description
arXiv:2606.03691v1 Announce Type: new Abstract: The Formalized Process Description (FPD) according to VDI/VDE 3682 provides a standardized graphical notation for describing processes across engineering domains but lacks a standardized, tool-independent data format for machine-readable model exchange. This paper presents an AutomationML (AML) domain library that formalizes the complete set of FPD language elements, their attributes, connection semantics, and graphical representation...
Adversarial Agents: Black-Box Evasion Attacks with Reinforcement Learning
arXiv:2503.01734v3 Announce Type: replace Abstract: Attacks on machine learning models have been extensively studied through stateless optimization. In this paper, we demonstrate how a reinforcement learning (RL) agent can learn a new class of attack algorithms that generate adversarial samples. Unlike traditional adversarial machine learning (AML) methods that craft adversarial samples independently, our RL-based approach retains and exploits past attack experience to improve the...
'I've got six months to live - leaving my twin sister at 24 is unthinkable'
'I've got six months to live - leaving my twin sister at 24 is unthinkable' Caitlin Leggett is trying to raise £500,000 A 24-year-old twin given just six months to live after her leukaemia came back is attempting to raise £500,000 for potentially life-saving treatment abroad, saying the prospect of leaving her identical sister behind is "unthinkable". Caitlin Leggett, from Cardiff, was diagnosed with acute myeloid leukaemia – an aggressive cancer of the white blood cells – in April 2025,...