Cover Image

False Security Confidence in Benign LLM Code Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Ren, Xiaolei
Format:	Preprint
Published:	2026
Subjects:	Cryptography and Security D.2.5; K.6.5
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RealVuln: Benchmarking Rule-Based, General-Purpose LLM, and Security-Specialized Scanners on Real-World Code
by: Pellew, John, et al.
Published: (2026)

Revisiting Third-Party Library Detection: A Ground Truth Dataset and Its Implications Across Security Tasks
by: Gu, Jintao, et al.
Published: (2025)

Quantum-Safe Code Auditing: LLM-Assisted Static Analysis and Quantum-Aware Risk Scoring for Post-Quantum Cryptography Migration
by: Shaw, Animesh
Published: (2026)

Refute-or-Promote: An Adversarial Stage-Gated Multi-Agent Review Methodology for High-Precision LLM-Assisted Defect Discovery
by: Agarwal, Abhinav
Published: (2026)

Post-quantum Federated Learning: Secure And Scalable Threat Intelligence For Collaborative Cyber Defense
by: Nayak, Prabhudarshi, et al.
Published: (2026)

Static Attribution of Android Residential Proxy Malware Using Graph Kernels
by: Clark, Peter, et al.
Published: (2026)

Dr. Jekyll and Mr. Hyde: Two Faces of LLMs
by: Collu, Matteo Gioele, et al.
Published: (2023)

Privacy-Enhancing Encryption in Data Sharing: A Survey on Security, Performance and Functionality
by: Lv, Yongyang, et al.
Published: (2026)

SecureSign: Bridging Security and UX in Mobile Web3 through Emulated EIP-6963 Sandboxing
by: Ji, Charles Cheng, et al.
Published: (2025)

SecureBank: A Financially-Aware Zero Trust Architecture for High-Assurance Banking Systems
by: Biao, Paulo Fernandes
Published: (2025)

LLM Scalability Risk for Agentic-AI and Model Supply Chain Security
by: Ahi, Kiarash, et al.
Published: (2026)

Enhancing Energy Sector Resilience: Integrating Security by Design Principles
by: Shirtz, Dov, et al.
Published: (2024)

Memory Forensics Techniques for Automated Detection and Analysis of Go Malware
by: Ali, Hala, et al.
Published: (2026)

Silent Consent, Persistent Risk: Android Permission Groups and Custom Permissions
by: Akanji, Olawale Amos, et al.
Published: (2026)

vCause: Efficient and Verifiable Causality Analysis for Cloud-based Endpoint Auditing
by: Song, Qiyang, et al.
Published: (2026)

ARMOUR US: Android Runtime Zero-permission Sensor Usage Monitoring from User Space
by: Long, Yan, et al.
Published: (2025)

The Discovery, Disclosure, and Investigation of CVE-2024-25825
by: Chasens, Hunter
Published: (2025)

Dynamic Vulnerability Patching for Heterogeneous Embedded Systems Using Stack Frame Reconstruction
by: Zhou, Ming, et al.
Published: (2025)

Expanding the Attack Scenarios of SAE J1939: A Comprehensive Analysis of Established and Novel Vulnerabilities in Transport Protocol
by: Lee, Hwejae, et al.
Published: (2024)

A Secure, Manifest-Based Framework for Delegated Privilege Promotion
by: Chowdhury, Rajarshi, et al.
Published: (2026)

Rubber Mallet: A Study of High Frequency Localized Bit Flips and Their Impact on Security
by: Adiletta, Andrew, et al.
Published: (2025)

RADEP: A Resilient Adaptive Defense Framework Against Model Extraction Attacks
by: Chakraborty, Amit, et al.
Published: (2025)

Active Authentication via Korean Keystrokes Under Varying LLM Assistance and Cognitive Contexts
by: Roh, Dong Hyun, et al.
Published: (2025)

Explainable Attention-Based LSTM Framework for Early Detection of AI-Assisted Ransomware via File System Behavioral Analysis
by: Nayak, Prabhudarshi, et al.
Published: (2026)

Operationalizing Cybersecurity Governance for Mitigation Planning with Attack-Path Modeling and Reinforcement Learning
by: Huff, Philip, et al.
Published: (2026)

Constitutional Spec-Driven Development: Enforcing Security by Construction in AI-Assisted Code Generation
by: Marri, Srinivas Rao
Published: (2026)

Fool Me If You Can: On the Robustness of Binary Code Similarity Detection Models against Semantics-preserving Transformations
by: Uhm, Jiyong, et al.
Published: (2026)

Towards Agentic Investigation of Security Alerts
by: Eilertsen, Even, et al.
Published: (2026)

Broken Object Level Authorization in the Wild: An Empirical Taxonomy from 100+ Bug Bounty Disclosures
by: Kaur, Bandana
Published: (2026)

CryptoGuard: Lightweight Hybrid Detection and Response to Host-based Cryptojackers in Linux Cloud Environments
by: Park, Gyeonghoon, et al.
Published: (2025)

AIRTBench: Measuring Autonomous AI Red Teaming Capabilities in Language Models
by: Dawson, Ads, et al.
Published: (2025)

The Automation Advantage in AI Red Teaming
by: Mulla, Rob, et al.
Published: (2025)

SAFE-SiP: Secure Authentication Framework for System-in-Package Using Multi-party Computation
by: Tashdid, Ishraq, et al.
Published: (2025)

Firmware Distribution as Attack Surface: A Security Study of ASIC Cryptocurrency Miners
by: Pouliquen, Pierre, et al.
Published: (2026)

Safeguarding Virtual Healthcare: A Novel Attacker-Centric Model for Data Security and Privacy
by: Herath, Suvineetha, et al.
Published: (2024)

Benchmarking Large Language Models for IoC Recovery under Adversarial Code Obfuscation and Encryption
by: Morales, Jaime, et al.
Published: (2026)

Minimizing the Number of Roles in Bottom-Up Role-Mining using Maximal Biclique Enumeration
by: Tripunitara, Mahesh
Published: (2024)

Predicting known Vulnerabilities from Attack News: A Transformer-Based Approach
by: Othman, Refat, et al.
Published: (2026)

The Vehicle May Be Sick: Denial of Diagnostic Services by Exploiting the CAN Transport Protocol
by: Baek, Seungjin, et al.
Published: (2026)

Unveiling the Vulnerability of Private Fine-Tuning in Split-Based Frameworks for Large Language Models: A Bidirectionally Enhanced Attack
by: Chen, Guanzhong, et al.
Published: (2024)