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 71–80 of 216 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Reveal Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans) | F1 Score | 26.18 | — | Unverified |
| 2 | Devign Model - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans) | F1 Score | 24.99 | — | Unverified |
| 3 | Reveal Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans) | F1 Score | 18.98 | — | Unverified |
| 4 | Devign Model - Tested on Bigvul (Training on Devign + VulScribeR 20K + Extra Cleans) | F1 Score | 18.51 | — | Unverified |
| 5 | LineVul - Tested on Reveal (Training on Devign + VulScribeR 20K + Extra Cleans) | F1 Score | 17.38 | — | Unverified |
| 6 | LineVul - Tested on BigVul (Training on Devign + VulScribeR 20K+ Extra Cleans) | F1 Score | 16.23 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | WizardCoder | AUC | 0.86 | — | Unverified |
| 2 | ContraBERT | AUC | 0.85 | — | Unverified |