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20192026
most citedEthical and social risks of harm from Language Models

71 citations · 291 across the 40 of their papers we have counts for

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Showing 2021Show all

5 papers · 1 filter

cs.CL2021★ 71 cited

Ethical and social risks of harm from Language Models

Laura Weidinger, John Mellor, Maribeth Rauh +20

This paper aims to help structure the risk landscape associated with large-scale Language Models (LMs). In order to foster advances in responsible innovation, an in-depth understan…

cs.CY2021★ 14 cited

Fairness and Data Protection Impact Assessments

Atoosa Kasirzadeh, Damian Clifford

In this paper, we critically examine the effectiveness of the requirement to conduct a Data Protection Impact Assessment (DPIA) in Article 35 of the General Data Protection Regulat…

cs.AI2021★ 20 cited

User Tampering in Reinforcement Learning Recommender Systems

Charles Evans, Atoosa Kasirzadeh

In this paper, we introduce new formal methods and provide empirical evidence to highlight a unique safety concern prevalent in reinforcement learning (RL)-based recommendation alg…

cs.CY2021★ 2 cited

Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence

Atoosa Kasirzadeh

The societal and ethical implications of the use of opaque artificial intelligence systems for consequential decisions, such as welfare allocation and criminal justice, have genera…

cs.CY2021

The Use and Misuse of Counterfactuals in Ethical Machine Learning

Atoosa Kasirzadeh, Andrew Smart

The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. This paper argues…