Evaluating Large Language Models for Security Bug Report Prediction

Early detection of security bug reports SBRs is critical for timely vulnerability mitigation. We present an evaluation of prompt-based engineering and fine-tuning approaches for predicting SBRs using Large Language Models LLMs. Our findings reveal a distinct trade-off between the two approaches...

The Semantic Trap: Do Fine-Tuned LLMs Learn Vulnerability Root Cause or Just Functional Pattern?

LLMs demonstrate promising performance in software vulnerability detection after fine-tuning. However, it remains unclear whether these gains reflect a genuine understanding of vulnerability root causes or merely an exploitation of functional patterns. In this paper, we identify a critical failur...

AEGIS: White-Box Attack Path Generation Using LLMs and Training Effectiveness Evaluation for Large-Scale Cyber Defence Exercises

Creating attack paths for cyber defence exercises requires substantial expert effort. Existing automation requires vulnerability graphs or exploit sets curated in advance, limiting where it can be applied. We present AEGIS, a system that generates attack paths using LLMs, white-box access, and...

TrustTunnel access control error vulnerability

TrustTunnel is an open-source VPN protocol software developed by TrustTunnel. Versions of TrustTunnel prior to 0.9.115 contained a access control vulnerability, which stemmed from defects in the rule evaluation logic. This vulnerability could cause rules that rely on matching with the...

RedSage: A Cybersecurity Generalist LLM

Cybersecurity operations demand assistant LLMs that support diverse workflows without exposing sensitive data. Existing solutions either rely on proprietary APIs with privacy risks or on open models lacking domain adaptation. To bridge this gap, we curate 11.8B tokens of cybersecurity-focused...

Stealthy Poisoning Attacks Bypass Defenses in Regression Settings

Regression models are widely used in industrial processes, engineering and in natural and physical sciences, yet their robustness to poisoning has received less attention. When it has, studies often assume unrealistic threat models and are thus less useful in practice. In this paper, we propose a...

CVE-2026-1479

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameters 'Idusuario' and 'Idevaluacion’ in ‘/evaluacionhcaverauto.asp', could allow an attacker...

CVE-2026-1475

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter ‘Idusuario' in ‘/evaluacionaccionesevalua.aspx’, could allow an attacker to extract...

CVE-2026-1477

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' and 'Idevaluacion’ in ‘/evaluacioncompetenciasevaluaold.aspx’, could allow ...

CVE-2026-1482

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idevaluacion' in '/evaluacionobjetivosevaluadefinido.aspx', could allow an attacker to...

CVE-2026-1480

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' in '/evaluacionobjetivosanyosigevalua.aspx', could allow an attacker to...

CVE-2026-1476

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' in ‘/evaluacionaccionesverauto.aspx’, could allow an attacker to extract...

CVE-2026-1472

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'txAny' in '/evaluacioncompetenciasautoevallist.aspx', could allow an attacker to extra...

ShellForge: Adversarial Co-Evolution of Webshell Generation and Multi-View Detection for Robust Webshell Defense

Webshells remain a primary foothold for attackers to compromise servers, particularly within PHP ecosystems. However, existing detection mechanisms often struggle to keep pace with rapid variant evolution and sophisticated obfuscation techniques that camouflage malicious intent. Furthermore, many...

Allocation of Resources Without Limits or Throttling

Overview Affected versions of this package are vulnerable to Allocation of Resources Without Limits or Throttling via the context variable evaluation process. An attacker with policy creation privileges can exhaust system memory and disrupt service availability with policies that exponentially...

CVE-2026-1483

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' in '/evaluacionobjetivosverauto.aspx', could allow an attacker to extract...

CVE-2026-1478

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' and 'Idevaluacion’ in ‘/evaluacionhcaevalua.aspx’, could allow an attacker ...

CVE-2026-1479

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameters 'Idusuario' and 'Idevaluacion’ in ‘/evaluacionhcaverauto.asp', could allow an attacker...

CVE-2026-1477

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idusuario' and 'Idevaluacion’ in ‘/evaluacioncompetenciasevaluaold.aspx’, could allow ...

CVE-2026-1482

An out-of-band SQL injection vulnerability OOB SQLi has been detected in the Performance Evaluation EDD application developed by Gabinete Técnico de Programación. Exploiting this vulnerability in the parameter 'Idevaluacion' in '/evaluacionobjetivosevaluadefinido.aspx', could allow an attacker to...