Incremental Federated Learning for Intrusion Detection in IoT Networks under Evolving Threat Landscape

The expansion of Internet of Things IoT devices has increased the attack surface of networks, necessitating a robust and adaptive intrusion detection systems. Machine learning based systems have been considered promising in enhancing the detection performance. Federated learning settings enabled ...

VoiceSHIELD-Small: Real-Time Malicious Speech Detection and Transcription

Voice interfaces are quickly becoming a common way for people to interact with AI systems. This also brings new security risks, such as prompt injection, social engineering, and harmful voice commands. Traditional security methods rely on converting speech to text and then filtering that text,...

Exploit for Cross-site Scripting in Bdtask Multi_Store_Inventory_Management_System

CVE-2024-2997 Scanner !Versionhttps://img.shields.io/badge...

Server-side Request Forgery (SSRF)

Overview openclaw is a 🦞 OpenClaw — Personal AI Assistant Affected versions of this package are vulnerable to Server-side Request Forgery SSRF via the SSRF IP classification. An attacker can access unintended network resources by supplying IPv6 multicast addresses that bypass address classificati...

GHSA-H97F-6PQJ-Q452 OpenClaw has a IPv6 multicast SSRF classifier bypass

Summary OpenClaw's SSRF IP classifier did not treat IPv6 multicast literals ff00::/8 as blocked/private-internal. This allowed literal multicast hosts to pass SSRF preflight checks. Impact A bypass in address classification existed for IPv6 multicast literals. OpenClaw's network fetch/navigation...

GHSA-392F-GGF5-FP3C OpenClaw: Unicode canonicalization drift in node metadata policy classification could broaden node allowlists

Summary A paired node could supply Unicode-confusable platform or deviceFamily metadata that passed metadata pinning but classified differently for command policy resolution, broadening default node command allowlists. Impact This is a policy-bypass issue within the paired-node trust boundary and...

OpenClaw: Unicode canonicalization drift in node metadata policy classification could broaden node allowlists

Summary A paired node could supply Unicode-confusable platform or deviceFamily metadata that passed metadata pinning but classified differently for command policy resolution, broadening default node command allowlists. Impact This is a policy-bypass issue within the paired-node trust boundary and...

Exploit for Cross-site Scripting in Bdtask Multi_Store_Inventory_Management_System

CVE-2024-2997 Scanner !Versionhttps://img.shields.io/badge...

Exploring Robust Intrusion Detection: A Benchmark Study of Feature Transferability in IoT Botnet Attack Detection

Cross-domain intrusion detection remains a critical challenge due to significant variability in network traffic characteristics and feature distributions across environments. This study evaluates the transferability of three widely used flow-based feature sets Argus, Zeek and CICFlowMeter across...

The Silent Spill: Measuring Sensitive Data Leaks across Public URL Repositories

A large number of URLs are made public by various platforms for security analysis, archiving, and paste sharing -- such as VirusTotal, URLScan.io, Hybrid Analysis, the Wayback Machine, and RedHunt. These services may unintentionally expose links containing sensitive information, as reported in so...

A Scan-Based Analysis of Internet-Exposed IoT Devices Using Shodan Data

An open measurement problem in IoT security is whether scan-observable network configurations encode population-level exposure risk beyond individual devices. An analysis of internet-exposed IoT endpoints using a controlled multi-country sample from Shodan Search and Shodan InternetDB, selecting...

CVE-2026-23204

In the Linux kernel, the following vulnerability has been resolved: net/sched: clsu32: use skbheaderpointercareful skbheaderpointer does not fully validate negative @offset values. Use skbheaderpointercareful instead. GangMin Kim provided a report and a repro fooling u32classify: BUG: KASAN:...

Malware Detection through Memory Analysis

This paper summarizes the research conducted for a malware detection project using the Canadian Institute for Cybersecurity's MalMemAnalysis-2022 dataset. The purpose of the project was to explore the effectiveness and efficiency of machine learning techniques for the task of binary classificatio...

InvisibleJS Detection and Analysis Scanner

InvisibleJS is an obfuscation technique that hides JavaScript source code using zero‑width Unicode characters, making files appear empty while still executing at runtime via eval or dynamic import with data: URIs. Although visually deceptive, this method provides no real cryptographic protection...

Multi-Agent Collaborative Intrusion Detection for Low-Altitude Economy IoT: An LLM-Enhanced Agentic AI Framework

The rapid expansion of low-altitude economy Internet of Things LAE-IoT networks has created unprecedented security challenges due to dynamic three-dimensional mobility patterns, distributed autonomous operations, and severe resource constraints. Traditional intrusion detection systems designed fo...

Constructing Multi-Label Hierarchical Classification Models for MITRE ATT&CK Text Tagging

MITRE ATT&CK is a cybersecurity knowledge base that organizes threat actor and cyber-attack information into a set of tactics describing the reasons and goals threat actors have for carrying out attacks, with each tactic having a set of techniques that describe the potential methods used in these...

Unity Linux 20.1060e / 20.1070e Security Update: kernel (UTSA-2026-004445)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-004445 advisory. A flaw was found in the Routing decision classifier in the Linux kernel's Traffic Control networking subsystem in the way it handled changing of classification...

Unity Linux 20.1060a / 20.1070a Security Update: kernel (UTSA-2026-004196)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-004196 advisory. A flaw was found in the Routing decision classifier in the Linux kernel's Traffic Control networking subsystem in the way it handled changing of classification...

Unity Linux 20.1070e Security Update: kernel (UTSA-2026-001580)

The Unity Linux 20 host has a package installed that is affected by a vulnerability as referenced in the UTSA-2026-001580 advisory. A flaw was found in the Routing decision classifier in the Linux kernel's Traffic Control networking subsystem in the way it handled changing of classification...

Malware Classification Using Diluted Convolutional Neural Network with Fast Gradient Sign Method

Android malware has become an increasingly critical threat to organizations, society and individuals, posing significant risks to privacy, data security and infrastructure. As malware continues to evolve in terms of complexity and sophistication, the mitigation and detection of these malicious...