This raises the question whether we can disclose accurate transparent ML models while preserving privacy. In this article we introduce a novel technique that complements DP to ensure model transparency and accuracy while being robust against model inversion attacks.

GENEVA (2 June 2023) – UN experts* today called for greater transparency, oversight, and regulation to address the negative impacts of new and emerging digital tools and online spaces on human rights.

Feb 6, 2025 · Transparency is crucial for understanding AI decision-making processes and fostering accountability. Fairness minimizes bias and ensures equitable outcomes in AI systems, while robust...

Transparency in AI is foundational to building trust, ensuring accountability, and fostering a culture of ethical technology use. It requires organizations to open the “black box” of AI, enabling stakeholders to understand, assess, and hold AI systems accountable.

We show that combining the proposed technique with DP provide highly transparent and accurate ML models while preserving privacy against model inversion attacks.

Apr 3, 2023 · Information gaps present a challenge to stakeholders—especially customers—who have limited insight into the security processes, functions and features that protect connected products, components, and services. Effective communication is the next step towards a more secure connected ecosystem.

May 20, 2019 · We demonstrate how these counterfactuals can be used to examine issues of robustness, interpretability, transparency, and fairness. Additionally, we introduce CERScore, the first black-box model robustness score that performs comparably to methods that have access to model internals.

robust transparency. In today’s complex world, transparency policies could become a powerful tool for informing choices that in turn lead to improvements in products and practices. But this requires policy makers, information users, and disclosing companies to choose a different path for many established and future policies.

Whatever the underlying reason for establishing a transparency regime, after a decade of proliferation of access to information laws, with more than 50 countries now enjoying a legislated right to information, it is clear that the stimulus of both a supply of information and a demand for it is the key to meeting the policy objectives.

Apr 30, 2025 · Transforming Transparency Through Policy. Posted on April 30, 2025 April 30, 2025. Share: At NIH, policy is a Swiss Army knife. It can be used to address the safe handling of an emerging biotechnology, it can be applied to strengthen our national security, and it can also be used as a set of strategic levers deployed to drive cultural change ...