Real-time fraud detection and risk management - autonomous AI agents

Synthetic identities created by fake real or fabricated data and AI generated Attacks orchestrated by AI are the new and emerging threats, which are not detectable by Standardized systems as they are not able to quickly adapt them. In real time AI Agents by explaining and performing adaptive risk management promising to improve the detection of Financial Fraud very accurately and instantaneously. We propose a Modular Agentic AI system Explainable AI for compliance, Federated Learning for privacy and Reinforcement Learning for adaptability. Experiments on synthetic and benchmark datasets demonstrate sub-100ms response times and <10% false positives, showing promise for scalable, real-world deployment.

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Publication Details

Journal
IET conference proceedings.
Published
2026-02-01
DOI
https://doi.org/10.1049/icp.2025.4720
Primary Topic
Explainable Artificial Intelligence (XAI)
Type
article
Field-Weighted Citation Impact
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article

Real-time fraud detection and risk management - autonomous AI agents

Gaurav Ajwani, Udit Suvarna, Aryan Mhatre, Archana Lakhe et al.
IET conference proceedings.
Explainable Artificial Intelligence (XAI)
article

Real-time fraud detection and risk management - autonomous AI agents

Gaurav Ajwani, Udit Suvarna, Aryan Mhatre, Archana Lakhe, Namya Desai, Kshitij Deshpande
article en

Abstract

Synthetic identities created by fake real or fabricated data and AI generated Attacks orchestrated by AI are the new and emerging threats, which are not detectable by Standardized systems as they are not able to quickly adapt them. In real time AI Agents by explaining and performing adaptive risk management promising to improve the detection of Financial Fraud very accurately and instantaneously. We propose a Modular Agentic AI system Explainable AI for compliance, Federated Learning for privacy and Reinforcement Learning for adaptability. Experiments on synthetic and benchmark datasets demonstrate sub-100ms response times and <10% false positives, showing promise for scalable, real-world deployment.

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Real-time fraud detection and risk management - autonomous AI agents — Gaurav Ajwani, Udit Suvarna, et al. · IET conference proceedings. (2026) | TGRS Research Map | TGRS