Measuring and Evaluating the Performance of Generative AI Models for Scam Detection

Online scams continue to cause substantial financial and personal harm. As a result, detection systems based on Large Language Models LLMs have been integrated into security products ranging from email gateways and browser extensions to fraud-monitoring dashboards. As this adoption accelerates, a...

MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents

Persistent external memory enhances agent continuity but introduces persistent security vulnerabilities: adversarial content can be injected via standard interaction channels, retained across turns, and later distort downstream behavior. To address this challenge, we propose MemPoison, a...

dataset-format-benchmark (0.0.10) potentially affected by CVE-2026-58659 via pytorch-lightning (1.9.2)

pytorch-lightning PYPI version 1.9.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark 0.0.10 Source cves: CVE-2026-58659 Source advisory: OSV:PYSEC-2026-3967...

Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection

Large language model LLM-based intrusion detection systems IDS are increasingly studied for security monitoring, yet their robustness against feasible traffic manipulation remains largely empirical. We present Traffic-Aware Randomized Smoothing TA-RS, a classifier-agnostic certified defense that...

aider-chat (>=0.82.3, <=0.85.2), aider-code (>=0.1.0.dev19, <=0.1.1.post14) +186 more potentially affected by CVE-2026-59197 via pillow (11.2.1)

pillow PYPI version 11.2.1 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - aider-chat =0.82.3, =0.1.0.dev19, =0.0.1, =3.1.20260611, =0.1.0, =0.2.0, =0.1.0, =2026.5.28, =2026.4.15, =2.0.6, =25.5.0, =0.0.0, =1.4.3, =0.5.0b2,...

dataset-format-benchmark (>=0.0.11, <=0.0.12), hybrid-graph (>=0.2.0, <=0.61.0) +2 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.3)

pytorch-lightning PYPI version 1.9.3 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark =0.0.11, =0.2.0, =0.1.0, =0.1.1 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

dataset-format-benchmark (0.0.10) potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.2)

pytorch-lightning PYPI version 1.9.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark 0.0.10 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

benchmark-runner (>=1.0.363, <=1.0.441), build-magic (>=0.5.1rc1, <=0.5.1) +3 more potentially affected by CVE-2026-44405 via paramiko (2.10.1)

paramiko PYPI version 2.10.1 is affected by a known vulnerability. The following packages have a transitive dependency on paramiko and may be impacted: - benchmark-runner =1.0.363, =0.5.1rc1, =1.0.0, =1.9.1, =1.9.3 Source cves: CVE-2026-44405 Source advisory: OSV:PYSEC-2026-2858...

appollo (>=1.0.0, <=1.1.1), bdcp (>=1.1.2, <=1.6.8) +14 more potentially affected by CVE-2026-44405 via paramiko (3.0.0)

paramiko PYPI version 3.0.0 is affected by a known vulnerability. The following packages have a transitive dependency on paramiko and may be impacted: - appollo =1.0.0, =1.1.2, =1.0.442, =0.0.16, =0.1.0, =2.6.0, =2.1.1, =2.0.0, =1.3.1, =1.2.0, =0.2.3, =0.2.5 - pydin 0.2.0 and more Source cves:...

benchmark-runner (>=1.0.141, <=1.0.362), proxmox-pci-switcher (>=0.10.6, <=0.10.7) +4 more potentially affected by CVE-2026-44405 via paramiko (2.8.0)

paramiko PYPI version 2.8.0 is affected by a known vulnerability. The following packages have a transitive dependency on paramiko and may be impacted: - benchmark-runner =1.0.141, =0.10.6, =0.9.17, =0.0.2, =0.2.7, =0.2.9 Source cves: CVE-2026-44405 Source advisory: OSV:PYSEC-2026-2858...

Baselines Before Architecture: Evaluating Coding Agents for Autonomous Penetration Testing

Recent autonomous penetration testing papers report high benchmark scores while adding multi-component security harnesses around frontier LLMs. Because these systems often change both architecture and backbone model, it is difficult to tell how much performance comes from the harness rather than...

PT-2026-59302

Summary Mistune is vulnerable to a CPU exhaustion DoS due to superlinear approximately On² behavior in parse link text. A relatively small input consisting of repeated characters causes significant parsing slowdown. Affected component mistune/inline parser.py → parse link text Description When...

atxm (0.2.1), daktari (>=0.0.180, <=0.0.182) +20 more potentially affected by CVE-2026-59890 via setuptools (69.1.0)

setuptools PYPI version 69.1.0 is affected by a known vulnerability. The following packages have a transitive dependency on setuptools and may be impacted: - atxm 0.2.1 - daktari =0.0.180, =0.2.11, =0.1.0, =0.1.3, =4.1.0, =0.1.0, =0.3.2, =0.7.3, =2024.2.5, =3.2.0, =3.5.0 and more Source cves:...

dataset-format-benchmark (0.0.10) potentially affected by CVE-2024-8020 via pytorch-lightning (1.9.2)

pytorch-lightning PYPI version 1.9.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark 0.0.10 Source cves: CVE-2024-8020 Source advisory: OSV:PYSEC-2026-1857...

agixt (>=1.2.4, <=1.3.11), authx (0.9.1) +15 more potentially affected by CVE-2024-0727 via cryptography (41.0.0)

cryptography PYPI version 41.0.0 is affected by a known vulnerability. The following packages have a transitive dependency on cryptography and may be impacted: - agixt =1.2.4, =1.0.479, =1.3.5rc1, =1.0.0, =1.10.0, =2.0.0, =3.10.0rc1, =3.10.0rc1, =3.10.0rc1, =4.0.0a5 and more Source cves:...

aider-chat (>=0.82.3, <=0.85.2), aider-code (>=0.1.0.dev19, <=0.1.1.post14) +186 more potentially affected by CVE-2026-55798 via pillow (11.2.1)

pillow PYPI version 11.2.1 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - aider-chat =0.82.3, =0.1.0.dev19, =0.0.1, =3.1.20260611, =0.1.0, =0.2.0, =0.1.0, =2026.5.28, =2026.4.15, =2.0.6, =25.5.0, =0.0.0, =1.4.3, =0.5.0b2,...

aider-chat (>=0.82.3, <=0.85.2), aider-code (>=0.1.0.dev19, <=0.1.1.post14) +186 more potentially affected by CVE-2026-54060 via pillow (11.2.1)

pillow PYPI version 11.2.1 is affected by a known vulnerability. The following packages have a transitive dependency on pillow and may be impacted: - aider-chat =0.82.3, =0.1.0.dev19, =0.0.1, =3.1.20260611, =0.1.0, =0.2.0, =0.1.0, =2026.5.28, =2026.4.15, =2.0.6, =25.5.0, =0.0.0, =1.4.3, =0.5.0b2,...

ShadowProbe: Language-Extensible Detection of Hidden Algorithmic Complexity Vulnerabilities

Algorithmic Complexity Vulnerabilities ACVs arise when adversarial inputs trigger worst-case execution behavior, causing severe performance degradation or Denial-of-Service conditions. A key but underexplored source is shadow complexity: non-trivial computational costs hidden inside seemingly...

When Claws Remember but Do Not Tell: Stealthy Memory Injection in Persistent Personal Agents

Persistent personal agents combine long-term memory with access to users' external environments, enabling personalized foreground assistance and proactive background execution. This integration also creates a new path to compromise: untrusted external content can be silently written into persiste...

Generative AI and Federated Learning for Intrusion Detection Systems: A Survey

Intrusion Detection Systems IDSs are essential for monitoring network traffic and identifying malicious activities in modern cyber-physical, Internet of Things IoT, enterprise, and distributed network environments. However, developing reliable IDS models remains challenging because attack behavio...