Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures

Anil Kumar Pakina ; Deepak Kejriwal ; Tejaskumar Dattatray Pujari
International Journal Science and Technology (IJST... 📅 2025 Vol 4, No 1 🔗 DOI: 10.56127/ijst.v4i1.1964
Abstract
Social engineering attacks using AI-generated deepfake information leverage rare cybersecurity threat hunting. Conventional phishing detection and fraud prevention systems are failing to catch detection errors due to AI-generated social engineering in email, voice, and video content. To mitigate the increased risk of AI-driven social engineering attacks, a new multi-modal AI defense framework, incorporating Transfer Learning through pre-trained language models, deep fake sound analysis, and behavior-analysis systems capable of pinpointing AI generated social engineering attack, is presented. Benefiting from the utilization of state-of-the-art deepfake voice recognition systems and behavior anomaly detector system (BADS) base for cash withdrawals, the discoverers show that the defense mechanism achieves unprecedented detection accuracy with the least incidence of false positives. This brings about the necessity for fraud prevention augmenting AI measures and provision of automated protection mitigating adversarial social engineering within the enterprise security and financial transaction systems.
Keywords
Social Engineering Attacks; Generative AI; Deepfake Technology; Phishing Detection; Behavioral Biometrics; Multi-modal AI Defense; Fraud Prevention; Natural Language Processing (NLP) ; Transformer Models; Security in Digital Transactions; AI-driven Cybersecurity
How to Cite

Anil Kumar Pakina, et al. (2025). Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures. International Journal Science and Technology (IJST), 4(1). https://doi.org/10.56127/ijst.v4i1.1964

Anil Kumar Pakina; Deepak Kejriwal; Tejaskumar Dattatray Pujari, "Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures," International Journal Science and Technology (IJST), vol. 4, no. 1, 2025.

Anil Kumar Pakina; Deepak Kejriwal; Tejaskumar Dattatray Pujari. "Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures." International Journal Science and Technology (IJST), vol. 4, no. 1, 2025.

Anil Kumar Pakina; Deepak Kejriwal; Tejaskumar Dattatray Pujari. "Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures." International Journal Science and Technology (IJST) 4, no. 1 (2025).

Anil Kumar Pakina, et al. (2025) 'Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures', International Journal Science and Technology (IJST), 4(1). doi: 10.56127/ijst.v4i1.1964.

Anil Kumar Pakina; Deepak Kejriwal; Tejaskumar Dattatray Pujari. Adversarial AI in Social Engineering Attacks: Large- Scale Detection and Automated Counter measures. International Journal Science and Technology (IJST). 2025;4(1).

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