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Earlier sources: Cybersecurity
Cybersecurity protects digital systems against unauthorized access, disruption, and exploitation. Follow security research and advisories, distinguishing demonstrated vulnerabilities from speculation about threats.
SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.
Open in the map ↗42 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.
- Europe PMC · Published · First archived
The role of social white matter tracts in susceptibility to phishing in aging. ↗
Vulnerability to fraud and financial exploitation among older adults is an increasing public health concern. Growing evidence supports that cognitive and socioemotional changes with age contribute to greater exploitation risk among older adults, while the neural mechanisms of heightened susceptibility to deception in aging are not well understood. Of note, white matter tracts are particularly impacted in aging and are likely implicated in deception detection. This study, for the first time, examined the extent to which age-related differences in white matter pathways subserving social cognitio
- arXiv · Published · First archived
KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards ↗
LLMs are increasingly applied to cybersecurity workflows, where they are expected to translate analysts' intent into tool invocations. However, existing evaluations focus on knowledge-based assessments or end-to-end agentic tasks, and do not directly measure LLMs' ability to generate executable commands for real-world cybersecurity tools. This gap is critical because cybersecurity operations rely on strict command-line interfaces (CLIs), where minor syntax errors, incorrect flag--value bindings, or argument misordering can invalidate execution. We introduce KaliBench, a fine-grained benchmark…
- GitHub · Repository created · First archived
heindall92/rosetta_multinorma ↗
Mapa multinorma ENS · ISO/IEC 27001 · NIS2 · ISO/IEC 42001: 319 requisitos enlazados con 115 controles unificados. Calcula cumplimiento por norma, brechas y plan de acción. En el navegador, sin servidor.
- GitHub · Repository created · First archived
aixisstudio/Snitch ↗
Real-time network traffic visualizer — see every connection your computer makes. Privacy-first, 100% local. / Visualiseur de trafic réseau en temps réel, 100% local.
- OpenAlex · Published · First archived
A secure and explainable phishing detection framework using deep learning and LLM-based reasoning ↗
Existing phishing detection systems face a persistent trade-off: feature-based classical models offer interpretability but sacrifice accuracy on evolving attack patterns, while deep learning models achieve strong accuracy but function as opaque black boxes that provide security analysts with only a label and a confidence score, not actionable reasoning. Recent efforts to close this gap with large language models (LLMs) introduce their own risks hallucination and prompt injection that remain largely unaddressed in prior phishing-detection literature. To resolve these limitations, this paper pro…
- OpenAlex · Published · First archived
A Semantically Oriented Method for Knowledge Representation in Artificial Intelligence Systems for Cybersecurity ↗
This paper proposes a semantically oriented knowledge-representation method for transforming primary cyber-event data into structured semantic knowledge to support explainable reasoning in cybersecurity decision-making. The core contribution is a transformation mechanism from primary semantic information (PSI) to secondary semantic information (SSI), based on a frame model of network events and attack patterns and followed by rule-based logical inference. This inference process maps semantic predicates to MITRE Adversarial Tactics, Techniques, and Common Knowledge (MITRE ATT&CK) techniques and…
- arXiv · Published · First archived
Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework ↗
Edge computing has emerged as a critical computing paradigm in modern distributed systems by migrating data processing closer to end users and Internet of Things (IoT) devices. While this paradigm decentralizes processes, minimizes latency, and reduces backhaul bandwidth congestion, it exponentially enlarges the cyberattack surface. Heterogeneous, resource-constrained edge devices deployed across unmanaged administrative domains present highly vulnerable targets. To address these vulnerabilities without compromising global data privacy regulations, this paper proposes a novel Trust-Aware Feder…
- GitHub · Repository created · First archived
e2sy/jailbreak-archives ↗
A structured, versioned archive of adversarial prompt engineering techniques against Large Language Models — for AI safety research, red-teaming, and defensive hardening.
- GitHub · Repository created · First archived
mdpsec/bug-bounty-hunting-prompts ↗
Reusable prompts for a structured, evidence-first bug bounty hunting workflow
- OpenAlex · Published · First archived
A Comprehensive Review of Cybersecurity Frameworks and Defense Mechanisms for Modbus and HTTP in Industrial Control Systems ↗
Industrial Control Systems (ICS) form the backbone of critical infrastructure, enabling automation and control in sectors such as energy, water, and manufacturing. The convergence of Operational Technology (OT) and Information Technology (IT) has introduced significant cybersecurity challenges, particularly for legacy communication protocols like Modbus and HTTP, which were not designed with security in mind. This paper provides a comprehensive framework for understanding the attack and defense mechanisms associated with two protocols i.e., Modbus and HTTP, used in ICS. We systematically analy…
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about Cybersecurity
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.