Vol. 3 No. 3 (2026): AI Ethics Risk Loop

Why can't the ethical risks of enterprise AI algorithms be governed only at the model level?

They propagate in a chain-like manner across five layers—data, model, process, organization, and ecosystem.
Therefore require systematic governance through source identification, tiered handling, continuous auditing, and an accountability loop.

DOI: https://doi.org/10.70695/IAAI202603A

Published: 2026-09-30

Full Issue

Article

Research on Multi-dimensional Quality Quantification Standards for Portrait Dataset Images Used in Face Recognition Algorithm Training

Yitong Fu (Author)

DOI: https://doi.org/10.70695/IAAI202603A2

01-08
- Research on Multi-dimensional Quality Quantification Standards for Portrait Dataset Images Used in Face Recognition Algorithm Training
Technical Innovation in Engineering Quality Control Based on Micro Visual Recognition

Cheng Mao (Author)

DOI: https://doi.org/10.70695/IAAI202603A4

09-15
- Technical Innovation in Engineering Quality Control Based on Micro Visual Recognition
Research on the Mechanism and Governance Path of Gen AI Content Marketing in Reducing Customer Acquisition Costs and Enhancing Customer Retention Performance

Min Yi, Hong Ting (Author)

DOI: https://doi.org/10.70695/IAAI202603A5

16-22
- Research on the Mechanism and Governance Path of Gen AI Content Marketing in Reducing Customer Acquisition Costs and Enhancing Customer Retention Performance
Exploring Pathways for Artificial Intelligence Applications in Rural Areas: A New Mechanism for Youth Participation in Rural Revitalization

Qiuyue Zeng (Author)

DOI: https://doi.org/10.70695/IAAI202603A6

23-29
- Exploring Pathways for Artificial Intelligence Applications in Rural Areas: A New Mechanism for Youth Participation in Rural Revitalization
Research on Privacy Boundaries in Machine-Vision Data Collection

Junfeng Wen (Author)

DOI: https://doi.org/10.70695/IAAI202603A1

30-35
- Research on Privacy Boundaries in Machine-Vision Data Collection
Research on the Cross-Domain Transmission Mechanism of Algorithm Ethical Risks in Enterprise AI Applications and the Construction of a Closed-Loop Governance System

Chuqiao Pan , Bao Yuan (Author)

DOI: https://doi.org/10.70695/IAAI202603A3

36-42
- Research on the Cross-Domain Transmission Mechanism of Algorithm Ethical Risks in Enterprise AI Applications and the Construction of a Closed-Loop Governance System
Research Progress on Decision-Right Allocation Mechanisms and Value Co-Creation in Human-AI Collaborative Creative Production

Qing Chen, Shiting Liao, Xueying Gou (Author)

DOI: https://doi.org/10.70695/IAAI202603A7

43-49
- Research Progress on Decision-Right Allocation Mechanisms and Value Co-Creation in Human-AI Collaborative Creative Production

Vol. 3 No. 3 (2026): AI Ethics Risk Loop

Full Issue

Article

Research on Multi-dimensional Quality Quantification Standards for Portrait Dataset Images Used in Face Recognition Algorithm Training

Technical Innovation in Engineering Quality Control Based on Micro Visual Recognition

Research on the Mechanism and Governance Path of Gen AI Content Marketing in Reducing Customer Acquisition Costs and Enhancing Customer Retention Performance

Exploring Pathways for Artificial Intelligence Applications in Rural Areas: A New Mechanism for Youth Participation in Rural Revitalization

Research on Privacy Boundaries in Machine-Vision Data Collection

Research on the Cross-Domain Transmission Mechanism of Algorithm Ethical Risks in Enterprise AI Applications and the Construction of a Closed-Loop Governance System

Research Progress on Decision-Right Allocation Mechanisms and Value Co-Creation in Human-AI Collaborative Creative Production

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