AI ethics evidence index Search
Source-linked daily record
Evidence record 11761 · automatically gathered

Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI

Over the past decade, responsible AI (RAI) has produced a substantial body of practice for identifying and mitigating the risks AI poses in high-stakes settings. Yet this work has not produced a market that rewards trustworthiness. Firms that invest seriously in safety, fairness, and oversight cannot consistently prove to consumers, regulators, and shareholders that their systems go beyond the bare minimum of compliance. What is missing is a way for society to recognize or compare the difference

Record details

Published: 17 July 2026
Source: arXiv
Category: Research
Topics: Bias & fairness · Regulation
Retrieved: 20 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Regulation

AgentFAIR: A Multi-Agent Collaborative Framework for FAIRness Evaluation of Geospatial Datasets

arXiv · 17 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

The CRAFT principles for the responsible use of large language models in policymaking

arXiv · 17 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms

arXiv · 16 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Financial Audit Assistance using Misinformation Detection and Explanation

arXiv · 20 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

Programming Language Policy as an AI Literacy Equity Problem: A 15-Nation Comparative Analysis

arXiv cs.CY · 14 July 2026

Shared topic: Bias & fairness · Shared topic: Regulation

STRATA: A Name-and-Geography Race Inference Model for Fair Lending and Housing Equity Applications

arXiv cs.CY · 21 July 2026

How to cite this record

ethics.ai (17 July 2026), “Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI,” evidence record 11761, https://ethics.ai/record/11761 (originally published by arXiv).

JSON

Use and limitations

This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.