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

Showing 176200 of 216 papers

TitleStatusHype
SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?0
Security Vulnerability Detection Using Deep Learning Natural Language Processing0
Security Vulnerability Detection with Multitask Self-Instructed Fine-Tuning of Large Language Models0
Smart Learning to Find Dumb Contracts (Extended Version)0
Smart-LLaMA-DPO: Reinforced Large Language Model for Explainable Smart Contract Vulnerability Detection0
Smart-LLaMA: Two-Stage Post-Training of Large Language Models for Smart Contract Vulnerability Detection and Explanation0
SmartLLMSentry: A Comprehensive LLM Based Smart Contract Vulnerability Detection Framework0
SmartLLM: Smart Contract Auditing using Custom Generative AI0
Software Vulnerability Detection via Deep Learning over Disaggregated Code Graph Representation0
Software Vulnerability Prediction Knowledge Transferring Between Programming Languages0
SoK: On Closing the Applicability Gap in Automated Vulnerability Detection0
SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models0
Tasks People Prompt: A Taxonomy of LLM Downstream Tasks in Software Verification and Falsification Approaches0
Today's Cat Is Tomorrow's Dog: Accounting for Time-Based Changes in the Labels of ML Vulnerability Detection Approaches0
Machine Learning Techniques for Python Source Code Vulnerability DetectionCode0
MTVHunter: Smart Contracts Vulnerability Detection Based on Multi-Teacher Knowledge TranslationCode0
Defining and Detecting Vulnerability in Human Evaluation Guidelines: A Preliminary Study Towards Reliable NLG EvaluationCode0
Enhancing Large Language Models with Faster Code Preprocessing for Vulnerability DetectionCode0
Multi-role Consensus through LLMs Discussions for Vulnerability DetectionCode0
VulDeePecker: A Deep Learning-Based System for Vulnerability DetectionCode0
Leveraging Generative AI to Enhance Automated Vulnerability ScoringCode0
Vulnerability Detection via Topological Analysis of Attention MapsCode0
Automated Vulnerability Detection in Source Code Using Deep Representation LearningCode0
Are Sparse Autoencoders Useful for Java Function Bug Detection?Code0
Old but Gold: Reconsidering the value of feedforward learners for software analyticsCode0
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Benchmark Results

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