AI 依賴日誌:AI 輔助決策中證據治理的控制定義

Hacker News·

本文提出「AI 依賴日誌」作為一種新的證據控制類別,旨在解決重建影響決策的 AI 輸出的斷層問題。它著重於系統性地捕捉和保存可觀察的 AI 輸出,以便未來進行檢查,並與現有的 AI 治理機制有所區別。

Image

Image

AI Reliance Logging: A Control Definition for Evidentiary Governance in AI-Mediated Decisions

Creators

Description

As AI systems increasingly generate recommendations, explanations, summaries, and classifications within regulated and fiduciary workflows, organizations face a growing evidentiary gap: they are often unable to reconstruct what an AI system presented at the moment its output could have influenced a decision. Existing AI governance mechanisms emphasize model oversight, explainability, and monitoring, yet do not reliably preserve AI-generated representations as inspectable evidence. This paper defines AI Reliance Logging as a distinct evidentiary control class concerned with the systematic capture and preservation of externally observable AI outputs that may later become the object of reliance. It clarifies the procedural failure mode this control addresses, distinguishes it from adjacent governance practices, and situates it within established audit, legal, and disclosure oversight doctrine. The paper is implementation-agnostic and does not prescribe a specific technical solution, focusing instead on the evidentiary obligation that emerges as AI systems increasingly mediate consequential decisions.

Files

AI Reliance Logging- A Control Definition for Evidentiary Governance in AI-Mediated Decisions.pdf

Files

     (196.3 kB)

Total views

Total downloads

Total data volume

More info on how stats are collected....

Versions

External resources

Image

Communities

Keywords and subjects

Keywords

Details

Image

Markdown

reStructuredText

HTML

Image URL

Target URL

Rights

Image

Citation

Export

Technical metadata

About

Blog

Help

Developers

Contribute

Funded by

Image

Image

Image

Powered by
CERN Data Centre & InvenioRDM

This site uses cookies. Find out more on how we use cookies

Hacker News

相關文章

  1. 監管環境下AI輸出的可重構性與可審計性:實踐中的證據控制機制

    4 個月前

  2. AIVO標準與AI依賴治理層

    3 個月前

  3. AIVO 標準操作性 AI 依賴觀察協議

    3 個月前

  4. AI監管:事實與虛構

    3 個月前

  5. 多數AI事件是證據失敗,而非模型失敗

    3 個月前