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Large Language Models in Cybersecurity: A Survey of Applications, Vulnerabilities, and Defense Techniques

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Outgoing claims: the papers this work cites, builds on, or argues with.

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Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks

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How Hardened is Your Hardware? Guiding ChatGPT to Generate Secure Hardware Resistant to CWEs

inferredcites →https://doi.org/10.1007/978-3-031-51482-1_9openalex-snapshot

PassGPT: Password Modeling and (Guided) Generation with Large Language Models

inferredcites →https://doi.org/10.1007/978-3-031-65647-7openalex-snapshot

Large Language Models: A Deep Dive

inferredcites →https://doi.org/10.1007/978-3-031-87496-3_5openalex-snapshot

LocalIntel: Generating Organizational Threat Intelligence from Global and Local Cyber Knowledge

inferredcites →https://doi.org/10.1007/978-3-319-32010-6_300openalex-snapshot

Data Cleansing

inferredcites →https://doi.org/10.1007/978-3-642-14081-5_17openalex-snapshot

One-Time-Password-Authenticated Key Exchange

inferredcites →https://doi.org/10.1007/978-3-662-44885-4_5openalex-snapshot

A Study on Advanced Persistent Threats

inferredcites →https://doi.org/10.1007/s10922-024-09831-xopenalex-snapshot

Benchmarking Large Language Models for Log Analysis, Security, and Interpretation

inferredcites →https://doi.org/10.1007/s11277-015-3128-1openalex-snapshot

A Dynamic Rule Creation Based Anomaly Detection Method for Identifying Security Breaches in Log Records

inferredcites →https://doi.org/10.1016/j.eswa.2024.124912openalex-snapshot

Assessing LLMs in malicious code deobfuscation of real-world malware campaigns

inferredcites →https://doi.org/10.1016/j.fsidi.2023.301609openalex-snapshot

ChatGPT for digital forensic investigation: The good, the bad, and the unknown

inferredcites →https://doi.org/10.1016/j.jii.2025.100900openalex-snapshot

On-device learning based vulnerability detection in IoT environment

inferredcites →https://doi.org/10.1016/j.neucom.2024.128089openalex-snapshot

BC4LLM: A perspective of trusted artificial intelligence when blockchain meets large language models

inferredcites →https://doi.org/10.1016/j.telpol.2025.102976openalex-snapshot

Transforming cybersecurity with agentic AI to combat emerging cyber threats

inferredcites →https://doi.org/10.1037/bne0000455openalex-snapshot

To be specific: The role of orbitofrontal cortex in signaling reward identity.

inferredcites →https://doi.org/10.1038/s41524-025-01564-yopenalex-snapshot

Fine-tuning large language models for domain adaptation: exploration of training strategies, scaling, model merging and synergistic capabilities

inferredcites →https://doi.org/10.1038/s42256-023-00765-8openalex-snapshot

Defending ChatGPT against jailbreak attack via self-reminders

inferredcites →https://doi.org/10.1080/13600834.2022.2078395openalex-snapshot

Content-filtering AI systems–limitations, challenges and regulatory approaches

inferredcites →https://doi.org/10.1080/23299460.2024.2304381openalex-snapshot

Dual use concerns of generative AI and large language models

inferredcites →https://doi.org/10.1109/49.668971openalex-snapshot

On the limits of steganography

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A Novel Architectural Framework on IoT Ecosystem, Security Aspects and Mechanisms: A Comprehensive Survey

inferredcites →https://doi.org/10.1109/access.2023.3294090openalex-snapshot

Machine-Generated Text: A Comprehensive Survey of Threat Models and Detection Methods

inferredcites →https://doi.org/10.1109/access.2024.3365742openalex-snapshot

A Review on Large Language Models: Architectures, Applications, Taxonomies, Open Issues and Challenges

inferredcites →https://doi.org/10.1109/access.2024.3367792openalex-snapshot

ChatGPT’s Security Risks and Benefits: Offensive and Defensive Use-Cases, Mitigation Measures, and Future Implications

inferredcites →https://doi.org/10.1109/access.2024.3375882openalex-snapshot

Devising and Detecting Phishing Emails Using Large Language Models

inferredcites →https://doi.org/10.1109/access.2024.3427369openalex-snapshot

LLM for SoC Security: A Paradigm Shift

inferredcites →https://doi.org/10.1109/ase56229.2023.00089openalex-snapshot

Nuances are the Key: Unlocking ChatGPT to Find Failure-Inducing Tests with Differential Prompting

inferredcites →https://doi.org/10.1109/bdcat63179.2024.00021openalex-snapshot

Towards Explainable Network Intrusion Detection using Large Language Models

inferredcites →https://doi.org/10.1109/bigdata59044.2023.10386543openalex-snapshot

LogGPT: Log Anomaly Detection via GPT

inferredcites →https://doi.org/10.1109/bigdata62323.2024.10825103openalex-snapshot

SoK: Prompt Hacking of Large Language Models

inferredcites →https://doi.org/10.1109/ccwc62904.2025.10903912openalex-snapshot

Privacy and Security Challenges in Large Language Models

inferredcites →https://doi.org/10.1109/cgo57630.2024.10444788openalex-snapshot

SLaDe: A Portable Small Language Model Decompiler for Optimized Assembly

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DevSec-GPT — Generative-AI (with Custom-Trained Meta's Llama2 LLM), Blockchain, NFT and PBOM Enabled Cloud Native Container Vulnerability Management and Pipeline Verification Platform

inferredcites →https://doi.org/10.1109/eurospw61312.2024.00018openalex-snapshot

Actionable Cyber Threat Intelligence Using Knowledge Graphs and Large Language Models

inferredcites →https://doi.org/10.1109/globecom52923.2024.10901312openalex-snapshot

Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection

inferredcites →https://doi.org/10.1109/icassp48485.2024.10446267openalex-snapshot

PoisonPrompt: Backdoor Attack on Prompt-Based Large Language Models

inferredcites →https://doi.org/10.1109/icse48619.2023.00060openalex-snapshot

RepresentThemAll: A Universal Learning Representation of Bug Reports

inferredcites →https://doi.org/10.1109/icst62969.2025.10988968openalex-snapshot

Understanding the Effectiveness of Large Language Models in Detecting Security Vulnerabilities

inferredcites →https://doi.org/10.1109/jiot.2023.3313055openalex-snapshot

A Survey on Secure and Private Federated Learning Using Blockchain: Theory and Application in Resource-Constrained Computing

inferredcites →https://doi.org/10.1109/mnet.2024.3367788openalex-snapshot

A Comprehensive Overview of Backdoor Attacks in Large Language Models Within Communication Networks

inferredcites →https://doi.org/10.1109/ms.2020.3016773openalex-snapshot

Fuzzing: Challenges and Reflections

inferredcites →https://doi.org/10.1109/msec.2024.3504512openalex-snapshot

Large Language Models for Cybersecurity: New Opportunities

inferredcites →https://doi.org/10.1109/saner53432.2022.00120openalex-snapshot

BinMLM: Binary Authorship Verification with Flow-aware Mixture-of-Shared Language Model

inferredcites →https://doi.org/10.1109/sp.2019.00031openalex-snapshot

Neural Cleanse: Identifying and Mitigating Backdoor Attacks in Neural Networks

inferredcites →https://doi.org/10.1109/sp46215.2023.10179324openalex-snapshot

Examining Zero-Shot Vulnerability Repair with Large Language Models

inferredcites →https://doi.org/10.1109/sp54263.2024.00140openalex-snapshot

TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

inferredcites →https://doi.org/10.1109/sp54263.2024.00210openalex-snapshot

LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks

inferredcites →https://doi.org/10.1109/spw59333.2023.00027openalex-snapshot

GPThreats-3: Is Automatic Malware Generation a Threat?

inferredcites →https://doi.org/10.1109/tcc.2020.3000336openalex-snapshot

Complying With Data Handling Requirements in Cloud Storage Systems

inferredcites →https://doi.org/10.1109/tdsc.2023.3252523openalex-snapshot

Generative Pre-Trained Transformer-Based Reinforcement Learning for Testing Web Application Firewalls

inferredcites →https://doi.org/10.1109/tdsc.2023.3308897openalex-snapshot

Pre-Trained Model-Based Automated Software Vulnerability Repair: How Far are We?

inferredcites →https://doi.org/10.1109/tifs.2023.3298210openalex-snapshot

Linguistic Steganalysis in Few-Shot Scenario

inferredcites →https://doi.org/10.1109/tifs.2024.3374558openalex-snapshot

On Hardware Security Bug Code Fixes by Prompting Large Language Models

inferredcites →https://doi.org/10.1109/tifs.2025.3583552openalex-snapshot

Malsight: Exploring Malicious Source Code and Benign Pseudocode for Iterative Binary Malware Summarization

inferredcites →https://doi.org/10.1109/tkde.2023.3282898openalex-snapshot

A Survey of Graph-Based Deep Learning for Anomaly Detection in Distributed Systems

inferredcites →https://doi.org/10.1109/tps-isa58951.2023.00044openalex-snapshot

Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives

inferredcites →https://doi.org/10.1109/tse.2023.3310874openalex-snapshot

DexBERT: Effective, Task-Agnostic and Fine-Grained Representation Learning of Android Bytecode

inferredcites →https://doi.org/10.1109/ucc48980.2020.00045openalex-snapshot

Misconfiguration Discovery with Principal Component Analysis for Cloud-Native Services

inferredcites →https://doi.org/10.1109/wf-iot62078.2024.10811456openalex-snapshot

An Adaptive End-to-End IoT Security Framework Using Explainable AI and LLMs

inferredcites →https://doi.org/10.1126/scirobotics.aay7120openalex-snapshot

XAI—Explainable artificial intelligence

inferredcites →https://doi.org/10.1145/1095810.1095833openalex-snapshot

inferredcites →https://doi.org/10.1145/3395363.3397375openalex-snapshot

DeepSQLi: deep semantic learning for testing SQL injection

inferredcites →https://doi.org/10.1145/3457607openalex-snapshot

A Survey on Bias and Fairness in Machine Learning

inferredcites →https://doi.org/10.1145/3540250.3549098openalex-snapshot

VulRepair: a T5-based automated software vulnerability repair

inferredcites →https://doi.org/10.1145/3551349.3556898openalex-snapshot

A Light Bug Triage Framework for Applying Large Pre-trained Language Model

inferredcites →https://doi.org/10.1145/3564625.3567985openalex-snapshot

Transformer-Based Language Models for Software Vulnerability Detection

inferredcites →https://doi.org/10.1145/3576915.3623157openalex-snapshot

Do Users Write More Insecure Code with AI Assistants?

inferredcites →https://doi.org/10.1145/3593013.3594049openalex-snapshot

Augmented Datasheets for Speech Datasets and Ethical Decision-Making

inferredcites →https://doi.org/10.1145/3597503.3623342openalex-snapshot

Large Language Models for Test-Free Fault Localization

inferredcites →https://doi.org/10.1145/3597503.3639117openalex-snapshot

GPTScan: Detecting Logic Vulnerabilities in Smart Contracts by Combining GPT with Program Analysis

inferredcites →https://doi.org/10.1145/3597926.3598067openalex-snapshot

Large Language Models Are Zero-Shot Fuzzers: Fuzzing Deep-Learning Libraries via Large Language Models

inferredcites →https://doi.org/10.1145/3597926.3598135openalex-snapshot

How Effective Are Neural Networks for Fixing Security Vulnerabilities

inferredcites →https://doi.org/10.1145/3605764.3623907openalex-snapshot

AVScan2Vec: Feature Learning on Antivirus Scan Data for Production-Scale Malware Corpora

inferredcites →https://doi.org/10.1145/3611643.3613892openalex-snapshot

InferFix: End-to-End Program Repair with LLMs

inferredcites →https://doi.org/10.1145/3611643.3616271openalex-snapshot

Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program Repair

inferredcites →https://doi.org/10.1145/3611643.3616338openalex-snapshot

Pre-training Code Representation with Semantic Flow Graph for Effective Bug Localization

inferredcites →https://doi.org/10.1145/3616855.3635843openalex-snapshot

LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot Detection

inferredcites →https://doi.org/10.1145/3617555.3617874openalex-snapshot

The FormAI Dataset: Generative AI in Software Security through the Lens of Formal Verification

inferredcites →https://doi.org/10.1145/3639372openalex-snapshot

Explainability for Large Language Models: A Survey

inferredcites →https://doi.org/10.1145/3639478.3643065openalex-snapshot

Prompt-Enhanced Software Vulnerability Detection Using ChatGPT

inferredcites →https://doi.org/10.1145/3650212.3652106openalex-snapshot

Face It Yourselves: An LLM-Based Two-Stage Strategy to Localize Configuration Errors via Logs

inferredcites →https://doi.org/10.1145/3650212.3680323openalex-snapshot

Automated Program Repair via Conversation: Fixing 162 out of 337 Bugs for $0.42 Each using ChatGPT

inferredcites →https://doi.org/10.1145/3650212.3680355openalex-snapshot

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inferredcites →https://doi.org/10.1145/3658644.3690291openalex-snapshot

Optimization-based Prompt Injection Attack to LLM-as-a-Judge

inferredcites →https://doi.org/10.1145/3689736openalex-snapshot

WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models

inferredcites →https://doi.org/10.1145/3696410.3714798openalex-snapshot

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inferredcites →https://doi.org/10.1145/3701716.3715469openalex-snapshot

Towards Effective Identification of Attack Techniques in Cyber Threat Intelligence Reports using Large Language Models

inferredcites →https://doi.org/10.1145/3702973openalex-snapshot

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inferredcites →https://doi.org/10.1145/3712001openalex-snapshot

Security and Privacy Challenges of Large Language Models: A Survey

inferredcites →https://doi.org/10.1145/3719384.3719463openalex-snapshot

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inferredcites →https://doi.org/10.1145/3729419openalex-snapshot

Security and Privacy Challenges of AIGC in Metaverse: A Comprehensive Survey

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Regulating Artificial Intelligence in the European Union

inferredcites →https://doi.org/10.14722/ndss.2019.23413openalex-snapshot

Sereum: Protecting Existing Smart Contracts Against Re-Entrancy Attacks

inferredcites →https://doi.org/10.14722/ndss.2024.24556openalex-snapshot

Large Language Model guided Protocol Fuzzing

inferredcites →https://doi.org/10.14722/ndss.2025.240276openalex-snapshot

Unleashing the Power of Generative Model in Recovering Variable Names from Stripped Binary

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.249openalex-snapshot

Weight Poisoning Attacks on Pretrained Models

inferredcites →https://doi.org/10.18653/v1/2021.acl-long.4openalex-snapshot

HateCheck: Functional Tests for Hate Speech Detection Models

inferredcites →https://doi.org/10.18653/v1/2022.findings-emnlp.26openalex-snapshot

Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.229openalex-snapshot

Not The End of Story: An Evaluation of ChatGPT-Driven Vulnerability Description Mappings

inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.679openalex-snapshot

Demystifying Prompts in Language Models via Perplexity Estimation

inferredcites →https://doi.org/10.18653/v1/2024.acl-long.481openalex-snapshot

Defending Large Language Models Against Jailbreaking Attacks Through Goal Prioritization

inferredcites →https://doi.org/10.18653/v1/2024.findings-acl.878openalex-snapshot

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models

inferredcites →https://doi.org/10.18653/v1/2024.naacl-long.341openalex-snapshot

DialogBench: Evaluating LLMs as Human-like Dialogue Systems

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Generative Ai and Large Language Models for Cyber Security: All Insights You Need

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LLM Security and Guardrail Defense Techniques in Web Applications

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Data Leakage Detection in Cloud Computing Platform

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Automated threat detection and response using LLM agents

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Neutralizing Backdoors through Information Conflicts for Large Language Models

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From Vulnerability to Defense: The Role of Large Language Models in Enhancing Cybersecurity

inferredcites →https://doi.org/10.3390/electronics13132465openalex-snapshot

Intelligent Threat Detection—AI-Driven Analysis of Honeypot Data to Counter Cyber Threats

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A Comprehensive Survey on Generative AI Solutions in IoT Security

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A Survey of Security Strategies in Federated Learning: Defending Models, Data, and Privacy

inferredcites →https://doi.org/10.3390/info14070374openalex-snapshot

A Survey and Evaluation of Android-Based Malware Evasion Techniques and Detection Frameworks

inferredcites →https://doi.org/10.35629/5252-070410571070openalex-snapshot

Blockchain and Distributed Ledger Technology (DLT): Investigating the use of blockchain for secure transactions, smart contracts, and fraud prevention

inferredcites →https://doi.org/10.4414/smw.2018.14688openalex-snapshot

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Reflection of Federal Data Protection Standards on Cloud Governance

inferredcites →https://doi.org/10.52202/068431-2686openalex-snapshot

BadPrompt: Backdoor Attacks on Continuous Prompts

inferredcites →https://doi.org/10.6028/nist.ai.100-1.jpnopenalex-snapshot

Artificial Intelligence Risk Management Framework (AI RMF 1.0) - Japanese translation

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Benchmarking Large Language Models for Binary Function Name Prediction

inferred← citeshttps://doi.org/10.2139/ssrn.7275142openalex-snapshot

CoBeMPD: Weakly Supervised Malicious Package Detection and File-Level Localization via Multi-Instance Learning over Code and Behavior Semantics

inferred← citeshttps://doi.org/10.28925/2663-4023.2026.33.1276openalex-snapshot

LARGE LANGUAGE MODELS FOR OPTIMIZING TASKS IN INFORMATION RETRIEVAL AND PROTECTION

inferred← citeshttps://doi.org/10.32782/dees.21-48openalex-snapshot

КІБЕРКОНФЛІКТИ ТА ШТУЧНИЙ ІНТЕЛЕКТ ЯК ЧИННИКИ ТРАНСФОРМАЦІЇ ЦИФРОВОЇ ЕКОНОМІКИ

inferred← citeshttps://doi.org/10.3390/ai7050152openalex-snapshot

Security and Privacy of Large Language Models: Threat Taxonomy, Ethical Implications, and Governance

inferred← citeshttps://doi.org/10.3390/app152211930openalex-snapshot

PrivRewrite: Differentially Private Text Rewriting Under Black-Box Access with Refined Sensitivity Guarantees

inferred← citeshttps://doi.org/10.3390/app16031668openalex-snapshot

Redefining Cyber Threat Intelligence with Artificial Intelligence: From Data Processing to Predictive Insights and Human–AI Collaboration

inferred← citeshttps://doi.org/10.3390/bdcc10100335openalex-snapshot

Leveraging LLMs with Honeypots for the Security of Smart Grid SCADA Systems

inferred← citeshttps://doi.org/10.3390/computers15070460openalex-snapshot

SafeBoundary-LLM: Measuring Safety Boundary Stability in Local Open-Weight LLMs Through Single-Turn Baselines and Multi-Turn Escalation

inferred← citeshttps://doi.org/10.3390/educsci15111540openalex-snapshot

Integrating Artificial Intelligence into the Cybersecurity Curriculum in Higher Education: A Systematic Literature Review

inferred← citeshttps://doi.org/10.3390/electronics15030630openalex-snapshot

A Novel Dual-Layer Deep Learning Architecture for Phishing and Spam Email Detection

inferred← citeshttps://doi.org/10.3390/electronics15061232openalex-snapshot

Towards Self-Evolving Agents: A Dual-Process Framework for Continual Context Refinement

inferred← citeshttps://doi.org/10.3390/electronics15081724openalex-snapshot

From Vector Space to Symbolic Space: Informational and Semantic Analysis of Benign and DDoS IoT Traffic Using LLMs

inferred← citeshttps://doi.org/10.3390/electronics15112242openalex-snapshot

Detecting Prompt Injection Attacks in Generative AI Systems: A Hybrid SIEM and One-Class SVM Framework

inferred← citeshttps://doi.org/10.3390/electronics15112462openalex-snapshot

Runtime Privacy-Aware Control for Operational Enforcement in Data-Intensive Systems

inferred← citeshttps://doi.org/10.3390/electronics15122740openalex-snapshot

Agentic AI and Large Language Models for Autonomous IoT Cybersecurity: A Systematic Survey, Taxonomy, and Research Roadmap

inferred← citeshttps://doi.org/10.3390/fi18100499openalex-snapshot

A Threat Modeling Prioritization and Automation Framework for Composable Architectures

inferred← citeshttps://doi.org/10.3390/info17040370openalex-snapshot

MACD: Multi-Agent Collaborative Approach for Cybersecurity Defense Strategy Generation

inferred← citeshttps://doi.org/10.3390/info17050469openalex-snapshot

Extending Taxonomies and Mapping P2P Credit Card Fraud (Carding) Forums on the Dark Web

inferred← citeshttps://doi.org/10.3390/jcp6050147openalex-snapshot

An Integrated Honeypot and LLM-Based Framework for near Real-Time Detection and Behavioral Analysis of Malicious Activities

inferred← citeshttps://doi.org/10.3390/math14061072openalex-snapshot

A Zero-Touch Vulnerability Remediation Framework Based on OpenVAS, Threat Intelligence, and RAG-Enhanced Large Language Models

inferred← citeshttps://doi.org/10.3390/network6020041openalex-snapshot

Cognitive Network Intrusion Detection Systems: Anomaly and Malware Detection for Zero-Day Attack Resilience

inferred← citeshttps://doi.org/10.3390/s26113405openalex-snapshot

Intrusion Detection in the Internet of Things: A Comprehensive Review of Techniques, Architectures, Datasets, and Emerging Trends

inferred← citeshttps://doi.org/10.4018/979-8-3373-5228-2.ch005openalex-snapshot

The Criminal Application of Artificial Intelligence

inferred← citeshttps://doi.org/10.4018/979-8-3373-9843-3.ch010openalex-snapshot

From Cloud to Cortex

inferred← citeshttps://doi.org/10.46460/ijiea.1797978openalex-snapshot

Adaptive Honeypot Systems via RAG: Enhancing Threat Intelligence with Generative AI

inferred← citeshttps://doi.org/10.47134/jtsi.v3i2.6047openalex-snapshot

AdverShield-LLM: Adversarial Robustness Certification for IoT-Integrated Retrieval-Augmented Generation via Randomized Smoothing

inferred← citeshttps://doi.org/10.61112/jiens.1856246openalex-snapshot

AURA: Agent-based unified response architecture for retrieval-augmented cyber deception

inferred← citeshttps://doi.org/10.69739/jtr.v1i1.1601openalex-snapshot

Human-In-The-Loop Large Language Models for Decision Support in Modern Power Systems: Capabilities, Risks, and Governance

inferred← citeshttps://doi.org/10.9728/dcs.2026.27.9.2609openalex-snapshot

Component-wise Evaluation of Evidence-Constrained LLM-Based Security Log Analysis and MITRE ATT&CK Mapping

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