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Earlier sources: Security

Digital security protects systems, software, accounts, and information from misuse. Explore cybersecurity, vulnerabilities, threat intelligence, cryptography, privacy, and identity, with links to the underlying advisories and research.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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626 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. OpenAlex · Published · First archived

    Deep Defence on Wheels: A Dual Intrusion Detection System Architecture for Comprehensive In-Vehicle Network Security ↗

    The combination of increasing connectivity to the outside world and the lack of inbuilt security mechanisms has made legacy intra-vehicular networks extremely vulnerable to cyberattacks. Consequently, significant research has been devoted to analysing the impact of potential attacks, yielding datasets crucial for developing effective mitigation schemes like intrusion detection and prevention systems (IDSs/IPSs). Initial research addressing this problem focused heavily on maximising attack detection accuracy (for both known and unknown attack vectors), often relying on large, full-precision mac…

  2. Hacker News · Posted on Hacker News · First archived

    Japan urges firms to boost cybersecurity as AI-driven cyberattacks surge ↗

    Hacker News discussion.

  3. GitHub · Repository created · First archived

    9mtm/Web-Respect ↗

    Accessible reading preferences. Clear consent controls. Your brand, your services and your backend.

  4. GitHub · Repository created · First archived

    AmyraxVPN-Main/Amyrax-Panel ↗

    Multi-protocol VPN panel with user management, traffic quotas, smart subscriptions, and a modern Persian interface.

  5. GitHub · Repository created · First archived

    n1tr00-10/tiktok-web-signature ↗

    tiktok web signature reverse engineer generates valid tiktok signatures for API requets

  6. arXiv · Published · First archived

    AI Models Can Provably Hide Arbitrary Capabilities ↗

    Capability evaluations aim to surface dangerous model behaviors before deployment, but their reliability depends on the assumption that hidden capabilities can be elicited. We show this assumption does not hold under adversarial conditions by constructing backdoor attacks that embed encrypted neural networks within host model weights, decrypting and executing them only upon receiving a secret trigger. Using digital lockers, these hidden circuits remain provably hard to elicit and interpret under cryptographic assumptions, even given full access to model weights, extending prior work from hidin…

  7. Hacker News · Posted on Hacker News · First archived

    Jasmin: A language for high-assurance and high-speed cryptography ↗

    Hacker News discussion.

  8. Hacker News · Posted on Hacker News · First archived

    Canto incognito: tracking the PoeLLM malware ↗

    Hacker News discussion.

  9. arXiv · Published · First archived

    Decision-Focused Learning for Cyber-Physical Risk-Aware Power Grid Operations ↗

    Power grid cyber-physical security requires intrusion detection methods that account for the operational consequences of detection errors. However, the existing intrusion detection approaches primarily focus on the predictive performance of learning algorithms, while downstream operational costs are often optimized independently, which can lead to inferior operational performance. To help alleviate this problem, we propose a novel optimization-learning cyber-physical-risk-informed framework that communicates iteratively to minimize power grid operational costs. This framework translates machin…

  10. Hacker News · Posted on Hacker News · First archived

    Why Android apps can't talk to your camera when you're connected to a VPN ↗

    Hacker News discussion.

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Security

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

See the collection and counting methodology ↗ · Read the weekly synthesis ↗

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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.