ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset
<b>TURNING INSTITUTIONAL COMMUNICATION INTO RESEARCH EVIDENCE</b><p dir="ltr">This methodological framework presents Citizen Auditing as a participatory approach to AI accountability, institutional observation, research evidence, and open science.</p><p dir="ltr">It defines a practical pathway for transforming institutional communications and independently documented observations into structured, attributable, verifiable, and persistent research evidence.</p><p
ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset
Intrusion Detection under Measurement Shift<p dir="ltr">Reproducible packet-replay experiments for separating collection changes from changes in network behavior. The study crosses Bernoulli packet retention probabilities (1, 0.5, 0.1, 0.01) with idle timeouts (5, 30, 60 seconds) and active timeouts (30, 120, 600 seconds) on eight IoT-23 and four Kitsune captures.</p>
ZivaHub + HKU DataHub + DaYta Ya Rona + figshare + Loughborough Research Repository + UP Research Data Repository2026 · Astronomical catalogue
Longitudinal Participatory Institutional Observation Corpus: NIST Software and Agentic AI Identity & Authorization Crosswalk<ul><li>This baseline package operationalizes the integration between the National Cybersecurity Center of Excellence (NCCoE) Software and Agentic Artificial Intelligence (AI) Identity and Authorization framework and the Archival Analysis & Accountability Protocols (AAAP). By bridging NIST's DevSecOps implementation use case with cryptographic, hash-chained audit logs and longitudinal observation
ZivaHub + HKU DataHub + DaYta Ya Rona + figshare + Loughborough Research Repository + UP Research Data Repository2026 · Astronomical catalogue
<b>AI Accountability Literacy: An Integrated Framework for Agent Identity, Authorization, Auditability, Institutional Observation, and Research Provenance</b><p dir="ltr">This research and methodological reference develops the concept of <b>AI Accountability Literacy</b> as an extension of conventional artificial intelligence literacy. It examines how the emergence of agentic AI requires educational and research practices to address not only AI use and model behavior, but also agent identity, authentication, authorization, auditability, evidence, insti
figshare2026 · Astronomical catalogue
EmotionSense Dataset: Six-Class Text Emotion Classification<p dir="ltr">EmotionSense Dataset: Six-Class Text Emotion Classification</p>