Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditing
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- Software Engineering for Machine Learning
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- 2026-10-10
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The Fair Game: Auditing & debiasing AI algorithms overtime cambridge.org
(Cambridge Forum on AI: Law and Governance) Aims to simulate the evolution of ethical and legal frameworks in the society by creating an auditor which sends feedback to a debiasing algorithm deployed around an ML system.
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Privacy Auditing with One (1) Training Run neurips.cc
(NeurIPS - best paper) A scheme for auditing differentially private machine learning systems with a single training run.
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Auditing link.springer.com
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Online Fairness Auditing through Iterative Refinement dl.acm.org
(KDD) Provides an adaptive process that automates the inference of probabilistic guarantees associated with estimating fairness metrics.
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Auditing Fairness by Betting arxiv.org
(Neurips) [Code] Sequential methods that allows for the continuous monitoring of incoming data from a black-box classifier or regressor.
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