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"Artificial Intelligence (AI) is already having a major impact on society. As a result, many organizations have launched a wide range of initiatives to establish ethical principles for the adoption of socially beneficial AI. Unfortunately, the sheer volume of proposed principles threatens to overwhelm and confuse. How might this problem of 'principle proliferation' be solved? In this paper, we report the results of a fine-grained analysis of several of the highest-profile sets of ethical principles for AI. We assess whether these principles converge upon a set of agreed-upon principles, or diverge, with significant disagreement over what constitutes 'ethical AI.' Our analysis finds a high degree of overlap among the sets of principles we analyze. We then identify an overarching framework consisting of five core principles for ethical AI. Four of them are core principles commonly used in bioethics: beneficence, non-maleficence, autonomy, and justice. On the basis of our comparative analysis, we argue that a new principle is needed in addition: explicability, understood as incorporating both the epistemological sense of intelligibility (as an answer to the question 'how does it work?') and in the ethical sense of accountability (as an answer to the question: 'who is responsible for the way it works?'). In the ensuing discussion, we note the limitations and assess the implications of this ethical framework for future efforts to create laws, rules, technical standards, and best practices for ethical AI in a wide range of contexts."

"EPIC Files Complaint with FTC about Employment Screening Firm HireVue Today, EPIC filed a complaint with the FTC alleging that recruiting company HireVue has committed unfair and deceptive practices in violation of the FTC Act. EPIC charged that HireVue falsely denies it uses facial recognition. EPIC also said the company failed to comply with baseline standards for AI decision-making, such as the OECD AI Principles and the Universal Guidelines for AI. The company purports to evaluate a job applicant's qualifications based upon their appearance by means of an opaque, proprietary algorithm. EPIC has brought many similar consumer privacy complaints to the FTC, including a complaint on Facebook's facial recognition practices that contributed to the FTC's 2019 settlement with Facebook. Last year EPIC also asked the FTC to investigate the Universal Tennis Rating system, a secret technique for scoring high school athletes"

"AI Explainability 360 This extensible open source toolkit can help you comprehend how machine learning models predict labels by various means throughout the AI application lifecycle. We invite you to use it and improve i"

"Open Ethics for AI is like Creative Commons for the content. We aim to build trust between machines and humans by helping machines to explain themselves. We're developing an open transparency protocol to help product-owners describe their AI-powered solutions in a standardized, user-friendly, and explicit way. Open Ethics is a global inclusive initiative with the mission to engage citizens, legislators, engineers, and subject-matter experts into a transparent design and deployment of solutions backed by artificial intelligence to make a positive societal impact." data passport, open ethics label, decentralized approach to self-disclosure,

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Our grins are not as simple as they seem. There are a myriad different ways to smile - and some of them can conceal some less than happy feelings.