NetAgent: Multi-Task Agentic Network Traffic Analysis Made Practical

Network traffic analysis is central to network security, spanning tasks from intrusion detection to encrypted traffic classification. Existing approaches either train task-specific models that generalize poorly or rely on costly traffic foundation models that still struggle under distribution...

agentic-framework (>=0.2.0, <=0.2.5), bormeparser (>=0.4.0, <=0.4.1) +14 more potentially affected by CVE-2025-70559 via pdfminer-six (20181108.0.0)

pdfminer-six PYPI version 20181108.0.0 is affected by a known vulnerability. The following packages have a transitive dependency on pdfminer-six and may be impacted: - agentic-framework =0.2.0, =0.4.0, =0.0.1, =7.3.0, =0.2.0, =0.0.1, =1.0.0rc1, =0.3.0, =0.5.15, =0.2.0, =0.1.2, =1.0.0, =1.2.0 -...

achoz (>=0.3.0, <=0.3.42), agentic-framework (>=0.3.0, <=0.3.11) +21 more potentially affected by CVE-2025-64512 via pdfminer-six (20191110.0.0)

pdfminer-six PYPI version 20191110.0.0 is affected by a known vulnerability. The following packages have a transitive dependency on pdfminer-six and may be impacted: - achoz =0.3.0, =0.3.0, =0.2.0, =0.0.1, =0.0.2, =0.4.0, =1.0.0, =0.1.0, =9.1.1, =6.0.0, =1.8.0, =0.1.0, =0.1.6 and more Source cves...

TACTIC-KG: Toward Small Agent Teams for Cyber Threat Intelligence Knowledge Graph Construction

Cyber Threat Intelligence CTI reports are predominantly unstructured, heterogeneous, and noisy, which limits their direct usability for automated analysis and reasoning. Cybersecurity Knowledge Graphs CSKGs provide a structured representation of adversarial entities, actions, and relations, but...

1 PoCo: Agentic Proof-Of-Concept Exploit Generation for Smart Contracts

Smart contracts operate in a highly adversarial environment, where vulnerabilities can lead to substantial financial losses. Thus, smart contracts are subject to security audits. In auditing, proof-of-concept PoC exploits play a critical role by demonstrating to the stakeholders that the reported...

Locus: Agentic Predicate Synthesis for Directed Fuzzing

Directed fuzzing aims to find program inputs that lead to specified target program states. It has broad applications, such as debugging system crashes, confirming reported bugs, and generating exploits for potential vulnerabilities. This task is inherently challenging because target states are...