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Earlier sources: Privacy

This security thread follows privacy through original research, public projects, and source reports. Read the evidence below to see which developments are represented in SYMTRI’s archive.

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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114 classified signals in the fourteen-day window. 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

    Dynamic weighted federated learning with client level differential privacy for DDoS detection in IoT networks ↗

    Abstract The rapid expansion of Internet of Things (IoT) networks has introduced substantial security threats from distributed denial of service (DDoS) attacks to the availability of IoT systems. Existing intrusion detection systems (IDS) are often inefficient in IoT environments due to network heterogeneity, and privacy concerns associated with sharing sensitive data. To address the unresolved challenge of simultaneously handling non-IID data heterogeneity, dynamic client quality variation, and formally quantified privacy in distributed IoT DDoS detection, this paper proposes a client-level d…

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

    Meta’s Muse is an adorable privacy and security dumpster fire ↗

    Hacker News discussion.

  3. GitHub · Repository created · First archived

    tangrow1105/dns-otg ↗

    Unofficial Android app to manage your Control D DNS on the go: profiles, filters, services, rules, endpoints, statistics and the live activity log.

  4. GitHub · Repository created · First archived

    Convex-Works/tide ↗

    🌊 Simple, self-hostable video conference service. One Go binary with a built-in media server, server-side recording and OIDC sign-in. A Jitsi, Zoom and Google Meet alternative.

  5. OpenAlex · Published · First archived

    PAM: a domain-specific language for specifying privacy requirements from regulation to runtime ↗

    Abstract Privacy regulations such as the General Data Protection Regulation (GDPR) require organizations to specify what personal data they collect, for which purpose, how long they retain it, and under what consent conditions—yet practitioners struggle to translate these legal requirements into specifications that can be validated and enforced. We present Privacy Attribute Matrix (PAM), a domain-specific language that bridges this gap. PAM provides four constructs, derived directly from GDPR articles, for specifying personally identifiable information (PII) fields with sensitivity classificat…

  6. OpenAlex · Published · First archived

    Trading off privacy, utility, and stability in privacy-preserving K-means clustering using an adaptive multi-objective memetic algorithm ↗

    Abstract Protecting sensitive information while maintaining data utility is a fundamental challenge in privacy-preserving data mining. Differential Privacy (DP)-based K -means clustering provides a principled solution by injecting noise through a privacy budget; however, determining an optimal budget allocation remains a complex task due to the inherent trade-offs among privacy protection, clustering utility, and model stability. Motivated by the effectiveness of Evolutionary Algorithms (EAs) in solving complex optimization problems, this paper proposes an enhanced Adaptive Multi-Objective Mem…

  7. GitHub · Repository created · First archived

    madcodeorg/nota ↗

    A local-first workspace for documents, whiteboards, meetings, and on-device AI.

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

    Our digital privacy is being aggressively disbanded this week ↗

    Google has started 70+ unique trackers the last 24 hours which bring it on my phone to at least 130 unique trackers i could find. Reddit is up to 149 unique trackers. My phone is being pinged 8 (EIGHT.) TIMES. A. SECOND. You cant delete or change any of these settings from google or it breaks the app and just reinstalls it fresh on your next battery restart. Welcome to the New Age https://archive.org/details/screenshot-20261005-101228

  9. GitHub · Repository created · First archived

    Past-da-king/agent ↗

    An autonomous, always-on agent on your Android phone. It has its own browser, keeps a wiki memory of you, and hands the heavy jobs to your own machines. Free and open source, and you bring the model.

  10. GitHub · Repository created · First archived

    saisaharsh3/Leftovers ↗

    A fast, private expense tracker for Android: log a spend in two taps, see what's safe to spend today, and plan ahead. Data stays on your phone.

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

How to assess evidence about Privacy

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 ↗

Related threads

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