SOTAVerified

Vulnerability Detection

Vulnerability detection plays a crucial role in safeguarding against these threats by identifying weaknesses and potential entry points that malicious actors could exploit. Through advanced scanning techniques and penetration testing, vulnerability detection tools meticulously analyze web applications and websites for vulnerabilities such as SQL injection, cross-site scripting (XSS), and insecure authentication mechanisms.

By proactively identifying and addressing vulnerabilities, organizations can strengthen their online security posture and mitigate the risk of data breaches, financial loss, and reputational damage. Additionally, vulnerability detection empowers businesses to stay compliant with industry regulations and standards, demonstrating their commitment to safeguarding sensitive information and maintaining the trust of their customers. With the evolving threat landscape and increasingly sophisticated attack vectors, investing in robust vulnerability detection measures is paramount for staying one step ahead of cyber threats and ensuring the resilience of web-based platforms and services.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 216 papers

TitleStatusHype
SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code—0
SCoPE: Evaluating LLMs for Software Vulnerability Detection—0
SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?—0
Security Vulnerability Detection Using Deep Learning Natural Language Processing—0
Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models—0
Smart Learning to Find Dumb Contracts (Extended Version)—0
Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection—0
Smart-LLaMA: Two-Stage Post-Training of Large Language Models for Smart Contract Vulnerability Detection and Explanation—0
SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework—0
SmartLLM: Smart Contract Auditing using Custom Generative AI—0
Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation—0
Software Vulnerability Prediction Knowledge Transferring Between Programming Languages—0
SoK: On Closing the Applicability Gap in Automated Vulnerability Detection—0
SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models—0
Tasks People Prompt: A Taxonomy of LLM Downstream Tasks in Software Verification and Falsification Approaches—0
Today's Cat Is Tomorrow's Dog: Accounting for Time-Based Changes in the Labels of ML Vulnerability Detection Approaches—0
Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection—0
Towards Causal Deep Learning for Vulnerability Detection—0
Bin2vec: Learning Representations of Binary Executable Programs for Security Tasks—0
Trace Gadgets: Minimizing Code Context for Machine Learning-Based Vulnerability Prediction—0
Transfer Learning in Pre-Trained Large Language Models for Malware Detection Based on System Calls—0
Transformer-Based Language Models for Software Vulnerability Detection—0
Transformer-based Vulnerability Detection in Code at EditTime: Zero-shot, Few-shot, or Fine-tuning?—0
Unsupervised Features Extraction for Binary Similarity Using Graph Embedding Neural Networks—0
Unveiling Project-Specific Bias in Neural Code Models—0
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All datasetsVulScribeRVulnerability Java Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Reveal Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score26.18—Unverified
2Devign Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score24.99—Unverified
3Reveal Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score18.98—Unverified
4Devign Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score18.51—Unverified
5LineVul - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans)F1 Score17.38—Unverified
6LineVul - Tested on BigVul (Training on Devign + VulScribeR 20K+ Extra Cleans)F1 Score16.23—Unverified
#ModelMetricClaimedVerifiedStatus
1WizardCoderAUC0.86—Unverified
2ContraBERTAUC0.85—Unverified