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'Dark LLMs' Aid Petty Criminals, But Underwhelm Technically
Не можешь победить — присоединяйся: Warner Music предоставит Suno AI полный доступ к своему каталогу музыки
Why prioritizing code quality is the fastest way to reduce security risks
The common perception is that a security vulnerability is a rare, complex attack pattern. In reality, the journey of most flaws begins much earlier and much more simply: as a code quality issue. For both developers and security practitioners, understanding this lifecycle is crucial to building secure, reliable, and maintainable software.
The post Why prioritizing code quality is the fastest way to reduce security risks appeared first on Security Boulevard.
NDSS 2025 – Machine Learning-Based loT Device Identification Models For Security Applications
Session4A: IoT Security
Authors, Creators & Presenters: Eman Maali (Imperial College London), Omar Alrawi (Georgia Institute of Technology), Julie McCann (Imperial College London)
PAPER
Evaluating Machine Learning-Based IoT Device Identification Models for Security Applications
With the proliferation of IoT devices, network device identification is essential for effective network management and security. Many exhibit performance degradation despite the potential of machine learning-based IoT device identification solutions. Degradation arises from the assumption of static IoT environments that do not account for the diversity of real-world IoT networks, as devices operate in various modes and evolve over time. In this paper, we evaluate current IoT device identification solutions using curated datasets and representative features across different settings. We consider key factors that affect real-world device identification, including modes of operation, spatio-temporal variations, and traffic sampling, and organise them into a set of attributes by which we can evaluate current solutions. We then use machine learning explainability techniques to pinpoint the key causes of performance degradation. This evaluation uncovers empirical evidence of what continuously identifies devices, provides valuable insights, and practical recommendations for network operators to improve their IoT device identification in operational deployments
ABOUT NDSS
The Network and Distributed System Security Symposium (NDSS) fosters information exchange among researchers and practitioners of network and distributed system security. The target audience includes those interested in practical aspects of network and distributed system security, with a focus on actual system design and implementation. A major goal is to encourage and enable the Internet community to apply, deploy, and advance the state of available security technologies.
Our thanks to the Network and Distributed System Security (NDSS) Symposium for publishing their Creators, Authors and Presenter’s superb NDSS Symposium 2025 Conference content on the Organizations' YouTube Channel.
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SecWiki News 2025-11-26 Review
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Water Gamayun Hackers Exploit Windows MSC EvilTwin 0-Day to Inject Stealthy Malware
Water Gamayun, a persistent threat group, has recently intensified its efforts by exploiting a newly identified MSC EvilTwin vulnerability (CVE-2025-26633) in Windows systems. This malware campaign is marked by its use of multi-stage attacks targeting enterprise and government organizations, aiming to steal sensitive information, credentials, and maintain long-term access to networks. Emerging in 2025, these […]
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Prompt Injections Loom Large Over ChatGPT's Atlas Browser
欧洲议会呼吁限制未成年人使用社媒
Сирены молчат, оповещения не приходят: кибератака на CodeRED оставила людей без уведомлений о ЧС
马来西亚柔佛州停止批准一级和二级数据中心
11 Best Enterprise Remote Access Software – 2025
In today’s hyper-connected business landscape, enterprise remote access software is no longer a luxury it’s a necessity. Organizations are embracing hybrid and remote work models, requiring secure, scalable, and efficient solutions to connect teams, manage IT assets, and protect sensitive data. As cyber threats grow and compliance demands intensify, selecting the right remote access platform […]
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Microsoft Security Keys May Require PIN After Recent Windows Updates
Microsoft has confirmed that FIDO2 security keys on Windows 11 may now prompt users to set up a PIN during authentication following specific recent updates, aligning with WebAuthn standards for enhanced user verification. The change began with the September 29, 2025, preview update KB5065789 for OS Builds 26200.6725 and 26100.6725, rolling out gradually to Windows […]
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