-
^
Communications of the ACM:
Dependability in Edge Computing [2020-01-01]
來源: cacm.acm.org
Explains that edge computing moves computing resources closer to data sources, which can reduce latency and support context-aware processing.
-
^
IEEE Innovation at Work:
Why Does Edge Computing Matter? [2019-05-14]
來源: innovationatwork.ieee.org
Explains the importance of edge for time-sensitive interactions; the core value is to reduce latency.
-
^
National Institute of Standards and Technology (NIST):
Intelligent Task Caching in Edge Cloud via Bandit Learning [2021-03-19]
來源: www.nist.gov
Points out that edge task caching can dynamically reduce latency based on user needs and task characteristics.
-
^
Internet Society Pulse:
Why Edge Computing and 6G Intelligence Will Continue to Be ‘Aspirations’ [2025-03-19]
來源: pulse.internetsociety.org
Provides a realistic calibration of millisecond-level benefits, explaining how distance and physical network conditions affect latency.
-
^
USC Viterbi School of Engineering:
That's Just Common Sense. USC researchers find bias in up to 38.6% of 'facts' used by AI [2022-05-26]
來源: viterbischool.usc.edu
Points out that commonsense knowledge bases themselves may contain bias, and if AI directly relies on such data, it will amplify unfair inferences.
-
^
UNESCO:
A new expert report explores how AI is transforming culture [2025-11-25]
來源: www.unesco.org
Emphasizes that AI governance must incorporate cultural diversity, linguistic diversity, and cultural rights.
-
^
The Ohio State University Department of Psychology:
Ecological validity of common behavioral decision making tasks: Evidence across two samples [2023]
來源: psychology.osu.edu
Ecological validity is the core concept for judging whether a task closely resembles real-life decision-making scenarios.
-
^
Washington State University:
The Ecological Validity of Neuropsychological Tests: A Review of the Literature on Everyday Cognitive Skills [2003-12]
來源: rex.libraries.wsu.edu
The review points out that the higher the correspondence between tests and everyday functioning, the stronger the ecological validity generally is.
-
^
Fordham University:
Response latency to computer-administered personality inventory items: A method to control for reading speed and item length [1998]
來源: research.library.fordham.edu
Explains that response latency in personality inventories has value, but confounding factors such as reading speed and item length must be controlled.
-
^
St. Cloud State University:
The Meaning of Response Latency in Personality Assessment: Exploring the Impact of Faking, Difficulty, and Social Desirability [2013-11]
來源: repository.stcloudstate.edu
Points out that response latency can help identify effects such as faking, item difficulty, and social desirability.
-
^
Monash University:
Neural-symbolic Commonsense reasoner with relation predictors [2021]
來源: research.monash.edu
Demonstrates that commonsense knowledge graphs can perform multi-hop reasoning, making them suitable for modeling complex semantic associations.
-
^
USC Information Sciences Institute:
Story Generation with Commonsense Knowledge Graphs and Axioms [2021]
來源: www.isi.edu
Explains that combining commonsense axioms with knowledge graphs can scale up large-scale semantic reasoning.
-
^
Open Edge Computing Initiative:
An Empirical Study of Latency in an Emerging Class of Edge Computing Applications for Wearable Cognitive Assistance [2017-10-12]
來源: openedgecomputing.org
Empirical evidence shows that the target latency of certain interactive applications can only be achieved by relying on the edge.
-
^
Cloudflare:
How Workers works [2026-04-23]
來源: developers.cloudflare.com
Official documentation explicitly states that Workers use isolates, distributed execution, and extremely fast startup to reduce latency.
-
^
The Linux Foundation:
EdgeLake Advances to LF Edge Stage 2, Redefining How AI Interacts with Edge Data Through MCP [2026-02-02]
來源: www.linuxfoundation.org
Demonstrates that open source edge frameworks are connecting real-time AI and on-site data into a queryable edge architecture.
-
^
Fastly:
Fastly Launches Compute@Edge [2019-11-06]
來源: www.fastly.com
Emphasizes that pushing logic closer to the client enables global deployment, isolated sandboxes, and ultrafast startup.
-
^
Deno:
About Deno Deploy [2026-03-20]
來源: docs.deno.com
Explains that Deno Deploy provides a global-scale serverless execution environment suitable for edge applications.
-
^
Red Hat:
Edge solutions for real-time decision making [2024-07-10]
來源: www.redhat.com
Points out that the value of edge AI lies in bringing data processing and decision-making closer to the site to support real-time responses.
-
^
ETS:
Culturally Responsive Assessment: Provisional Principles [2023]
來源: www.ets.org
Proposes culturally responsive assessment principles, directly addressing cultural bias and test fairness.
-
^
American Psychological Association:
Pursuing cultural competence in rural mental health [2026-03-03]
來源: www.apa.org
Emphasizes that psychological services and assessments must understand local cultural contexts, and the same set of assumptions cannot be applied to everyone.
-
^
World Health Organization (WHO/Europe):
Behavioural and cultural insights [2024-09-03]
來源: www.who.int
Explains that behavior and outcomes are deeply influenced by socio-cultural contexts, therefore service design must be adjusted contextually.
-
^
PubMed / U.S. National Library of Medicine:
Content validation and cultural adaptation are necessary to interpret evidence from psychological assessment instruments imported across cultures [2026-04-03]
來源: pubmed.ncbi.nlm.nih.gov
Directly points out that when cross-culturally transplanting psychological measurement tools, without content validation and cultural adaptation, the results will be distorted.
-
^
Brookings Institution:
Meeting children’s needs: An international perspective on personalized learning [2018-03-01]
來源: www.brookings.edu
Reminds that personalization should not only look at learning pace, but also address real-world need contexts such as health and housing.
-
^
Substance Abuse and Mental Health Services Administration (SAMHSA):
TIP 59: Improving Cultural Competence [2024-10-11]
來源: www.samhsa.gov
Explains from a mental health service perspective that cultural competence is the foundation for improving service quality and appropriateness.
-
^
Stanford Medicine:
AI models of the brain could serve as ‘digital twins’ in research [2025-04-09]
來源: med.stanford.edu
Demonstrates that AI can create digital twins of the brain, supporting higher-density, lower-cost simulation experiments.
-
^
The MIT Press:
Affective Computing [2000-07-24]
來源: mitpress.mit.edu
A classic source on affective computing, establishing the theoretical foundation for computers to understand and respond to emotions.
-
^
World Economic Forum:
Empathic AI could be the next stage in human evolution - if we get it right [2019-07-02]
來源: www.weforum.org
Proposes that empathic AI could augment human emotional and decision-making capabilities, rather than just amplifying rational computation.
-
^
OECD:
Personalisation of learning: Towards hybrid human-AI learning technologies: OECD Digital Education Outlook 2021 [2021]
來源: www.oecd.org
Proposes hybrid human-AI personalised learning, emphasizing the division of labor among teachers, AI, and learners.
-
^
World Bank:
Educating for the present and the future: using Artificial Intelligence (AI) to address the learning crisis [2024-07-22]
來源: blogs.worldbank.org
Explains that AI is changing education and can be extended to skills development and future workforce preparation.
-
^
The Education University of Hong Kong:
AI in Education Research Centre [2026]
來源: www.eduhk.hk
A Hong Kong university research centre focused on AI in education, relevant to ethical, evidence-based and locally responsive human-AI learning technologies.