Impact of AI and Generative AI in transforming Cybersecurity
DOI:
https://doi.org/10.47611/jsrhs.v13i2.6710Keywords:
Generative Artificial Intelligence, Cyber Security, Artificial Intelligence, Internet of Things, Large Language ModelAbstract
In the constantly expanding field of cybersecurity, Artificial Intelligence (AI), and more specifically Generative Artificial Intelligence (GenAI) impacts every aspect of the cybersecurity landscape. In today’s world, most manual transactions, interactions, and records have become digital, generating vast amounts of valuable data. Many devices are connected by various private or public networks to the Internet known as the Internet of Things(IoT). This has led to many incidents where users and organizations have been targeted for Fraud, data theft, and disruption to businesses among other challenges. AI-based tools play a key role in defending against cyber attacks rapidly and effectively, due to their ability to analyze large volumes of data in real time. GenAI models can continuously learn and adapt, thus proactively assisting with cyber defense. For digital users and entities, this can help protect data, reduce incidents of Fraud, and model threats, keep systems safe, and mitigate other risks. The applications of GenAI however do not extend just to the defense of systems, they can also be used to increase cybersecurity threats. Malicious actors might use covert methods to manipulate data, attack systems, avoid malware detection, and spread harmful or incorrect information. This paper will detail how AI is a double-edged sword in cyber security, providing proactive and increasingly rapid and efficient ways to enhance cyber defense, as well as its use in newer and more damaging threats. It also aims to bring awareness of regulatory and other impacts on society.
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Ali S, Ford F. (2023, Sept18) bain.com Generative AI and Cybersecurity: Strengthening Both Defenses and Threats https://www.bain.com/insights/generative-ai-and-cybersecurity-strengthening-both-defenses-and-threats-tech-report-2023/
Allyn, B. (2022, March 17). Deepfake video of Zelenskyy could be “tip of the iceberg” in Info War, experts warn. NPR .https://www.npr.org/2022/03/16/1087062648/deepfake-video-zelenskyy-experts-war-manipulation-ukraine-russia
Armin J. (2023, Sept 24) AI Malware
https://www.linkedin.com/pulse/ai-malware-jart-armin/
Balbix. (2022, April 22). Using artificial intelligence in Cybersecurity. Balbix. https://www.balbix.com/insights/artificial-intelligence-in-cybersecurity.
Bracken M. (2023, Dec 01) Bipartisan House legislation calls for two new federal cybersecurity training programs https://fedscoop.com/federal-cybersecurity-workforce-expansion-act/
Choudhury, A. (2023, October 31). 8 ways generative AI can enhance cybersecurity. Hire the World’s Most Deeply Vetted Developers & Teams. https://www.turing.com/resources/generative-ai-enhances-cybersecurity
Chukwube, M. (2023, June 24) How the application of AI in threat detection will revolutionize Cybersecurity
CISA. (n.d.). Artificial Intelligence: CISA. Cybersecurity and Infrastructure Security Agency CISA. https://www.cisa.gov/ai
Conference-board.org (2023, Nov 01) AI: Regulations Rising
https://www.conference-board.org/publications/AI-regulations-rising
Crume, J. (2023, November 7). How to secure AI business models. YouTube. https://www.youtube.com/watch?v=pR7FfNWjEe8
Devoteam.com (2023, Feb 28) Dangers and Challenges of AI in cybersecurity. https://www.devoteam.com/expert-view/dangers-and-challenges-of-ai-in-cybersecurity/
Devoteam.com (2023, May 9) Cybersecurity and ChatGPT. https://www.devoteam.com/expert-view/cybersecurity-and-chatgpt/cybersecurity-roles-of-generative-ai-entities-companies-agencies-and-government-in-enhancing-cybersecurity.
Dhoni, P., & Kumar, R. (2023, October 31). Synergizing generative AI and cybersecurity: Roles of Generative AI entities, companies, agencies, and government in enhancing cybersecurity. Authorea. https://www.techrxiv.org/users/691566/articles/682788-synergizing-generative-ai-and-cy
Digitalocean.com (n.d.) Understanding AI Fraud Detection and Prevention Strategies
https://www.digitalocean.com/resources/article/ai-fraud-detection
Drake, V. (n.d.). Threat modeling. Threat Modeling | OWASP Foundation. https://owasp.org/www-community/Threat_Modeling
EC (2023, July 14) The role of Artificial Intelligence (AI) in Cyber Security
https://www.eccu.edu/blog/technology/the-role-of-ai-in-cyber-security/
Farley, E (2024, Jan 04) AI Auditing: First steps towards the Effective Regulation of Artificial Intelligence https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4676184#:~:text=AI%20auditing%20standards%20should%20reflect,advancement%20of%20the%20technology%20itself.
Fruhlinger, J (2022, August 31) Stuxnet explained: The first known cyberweapon
https://www.csoonline.com/article/562691/stuxnet-explained-the-first-known-cyberweapon.html
Goundar S., (2023, Oct 22) Leveraging Artificial Intelligence (AI) in Threat Modelling to Elevate Cybersecurity
https://www.linkedin.com/pulse/leveraging-artificial-intelligence-ai-threat-elevate-sandeep-goundar/
Gupta, M., Akiri, C., Aryal, K., Parker, E., & Praharaj, L. (2023, July 3). From chatgpt to threatgpt: Impact of generative AI in cybersecurity and privacy. arXiv.org. https://arxiv.org/abs/2307.00691
Gupta, M., Praharaj, L., Akiri, C., Parker, E., & Aryal, K. (n.d.). (PDF) from chatgpt to threatgpt: Impact of generative AI in ... https://www.researchgate.net/publication/372074392_From_ChatGPT_to_ThreatGPT_Impact_of_Generative_AI_in_Cybersecurity_and_Privacy
Hughes C. (2024, Feb 13) Academic Plus Real-World Training Prepares a Cybersecurity- and AI-Ready Workforce https://accelerationeconomy.com/cybersecurity/academic-plus-real-world-training-prepare-a-cybersecurity-and-ai-ready-workforce/
Ivezic M. (2023, August 16) Outsmarting AI with Model Evasion https://defence.ai/ai-security/ai-model-evasion/
Khyatiraval. (2023, June 7). Generative AI for threat modeling. Community. https://community.threatmodeler.com/threatmodeling-appsec-130/generative-ai-for-threat-modeling-667#:~:text=AI%20can%20help%20automate%20the,their%20attack%20surface%20more%20accurately.
Krishnan, A. (2023, December 18). Generative AI is making Phishing attacks more dangerous: Techtarget. Security. https://www.techtarget.com/searchsecurity/tip/Generative-AI-is-making-phishing-attacks-more-dangerous#:~:text=General%20phishing%20attacks&text=Finally%2C%20AI%20chatbots%20can%20create,surface%20area%20of%20such%20attacks.
Kurdiez. (2023, February 4). How CHATGPT works technically for Beginners. YouTube. https://www.youtube.com/watch?v=uCIa6V4uF84
Lapata, M. (2023, October 12). What is Generative AI and how does it work? – the Turing lectures with Mirella Lapata. YouTube. https://www.youtube.com/watch?v=_6R7Ym6Vy_I
Lea, J. (2023, June 30). Securing the digital landscape: Generative AI in Cyber Security. LinkedIn. https://www.linkedin.com/pulse/securing-digital-landscape-generative-ai-cyber-security-jonas-lea
Limaj, B. (2023, February 15). Ethical considerations in AI-powered cybersecurity. Medium. https://medium.com/@besniklimaj/ethical-considerations-in-ai-powered-cybersecurity-45cd83db90e0
Menon, A. (2023, Jan 23) Data Poisoning and Its Impact on the AI Ecosystem
https://mathco.com/blog/data-poisoning-and-its-impact-on-the-ai-ecosystem/
NJCCIC. (2017, August 10). Stuxnet. Cyber.nj.gov. https://www.cyber.nj.gov/threat-center/threat-profiles/ics-malware-variants/stuxnet
Okereafor, K. & Djehaiche, R. (2020). A Review of Application Challenges of Digital Forensics. https://www.researchgate.net/publication/341279240_A_Review_of_Application_Challenges_of_Digital_Forensics
Parmar, H. (2023, Sept 04) AI Powered Incident Response : Harnessing the power of self-healing end points. https://atos.net/en/lp/detect-early-respond-swiftly/ai-powered-incident-response-harnessing-the-potential-of-self-healing-endpoint
Pires, Luis Palma ( 2024, Jan 17) Empowering Cyber Guardians: A Paradigm Shift in Cybersecurity Education through AI Integration https://www.linkedin.com/pulse/empowering-cyber-guardians-paradigm-shift-education-ai-palma-pires-iuw5f/?trk=public_post_main-feed-card_feed-article-content
Prasad, M. (2024, January 24). The ethical dilemmas of AI in Cybersecurity. ISC.org. https://www.isc2.org/Insights/2024/01/The-Ethical-Dilemmas-of-AI-in-Cybersecurity
Rosencrance, L (2021, Oct 18) Tapping AI for Intrusion Detection Systems. https://www.iotworldtoday.com/security/tapping-ai-for-intrusion-detection-systems
Sowmiya , T., & Mary Anita E.A, (2023, August) A comprehensive review of AI based intrusion detection system Science Direct. https://www.sciencedirect.com/science/article/pii/S2665917423001630
Stanham, L. (2023, November 27). Generative AI (genai) and its impact in cybersecurity - crowdstrike. crowdstrike.com. https://www.crowdstrike.com/cybersecurity-101/secops/generative-ai/
Tivin, I. (2023, October 30). Expert advice on AI in cybersecurity: Toptal®. Toptal Engineering Blog. https://www.toptal.com/cybersecurity/questions-about-ai-cybersecurity#:~:text=Personalized%20security%20protocols%3A%20By%20creating,size%2Dfits%2Dall%20solutions.
Utilities One (2023, Nov 27) The Role of AI-Powered Intrusion Detection Systems in Communication Infrastructure
Waller, J, (2023, Sept 07) How to safeguard your AI ecosystem: The imperative of AI/ML security assessments
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Copyright (c) 2024 Kadhir Palani; Jothsna Kethar, Dr. Sarada Prasad, Prof. Virgel Torremocha
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