Trustworthy Artificial Intelligence (TAI) integrates ethics that align with human values, looking at their influence on AI behaviour and decision-making. Primarily dependent on self-assessment, TAI evaluation aims to ensure ethical standards and safety in AI development and usage. This paper reviews the current TAI evaluation methods in the literature and offers a classification, contributing to understanding self-assessment methods in this field.
A governance horizon for ethical-use constraints in open-weight AI models
School of Computer Science(计算机科学学院);Ministry of Education(教育部);Laboratory of High Confidence Software Technologies(高可信软件技术实验室);University of Science and Technology Beijing(北京科技大学);University of California, Davis(加州大学戴维斯分校)
通过审计Hugging Face Hub上的模型仓库,发现基于披露的治理在开放权重AI中具有浅层结构性限制,提出治理视野概念并比较不同政策设计的效果。
A Framework for Responsible AI Systems: Building Societal Trust through Domain Definition, Trustworthy AI Design, Auditability, Accountability, and Governance
Deparment of Computer Science and Artificial Intelligence and Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI), University of Granada(计算机科学与人工智能系和安达卢西亚数据科学与计算智能研究所(DaSCI),格拉纳达大学);TECNALIA (BRTA)(TECNALIA(BRTA));University of the Basque Country (UPV/EHU)(巴斯克大学(UPV/EHU));School of Engineering, Cornell University(工程学院,康奈尔大学);ADIA Lab(ADIA实验室);Computational Research Department, Lawrence Berkeley National Laboratory(计算研究部,劳伦斯伯克利国家实验室);Intelligent Systems for Robotics and Automation Laboratory, Macau University of Science and Technology(机器人与自动化智能系统实验室,澳门科学技术大学)
Challenges and Best Practices in Corporate AI Governance:Lessons from the Biopharmaceutical Industry
Oxford Internet Institute, University of Oxford(牛津大学牛津互联网研究院);Center for Information Technology Policy, Princeton University(普林斯顿大学信息技术政策中心);AstraZeneca(阿斯利康);University of Bologna(博洛尼亚大学)
Nanyang Technological University(南洋理工大学);Alibaba-NTU Singapore Joint Research Institute(阿里巴巴-新加坡南洋理工大学联合研究院);The University of British Columbia(不列颠哥伦比亚大学);University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校);Hong Kong University of Science and Technology(香港科技大学)
Closing the AI Trust Gap: The Case for Independent Certification for Trustworthy AI
University College London(伦敦大学学院);AI Ethics Lab(人工智能伦理实验室);University of Cambridge(剑桥大学);Columbia University(哥伦比亚大学);MATS;Tech with Intention(技术与意图);University of Southern California(南加州大学);Kyushu University(九州大学);University of Chile(智利大学);BehSci Meets AI(行为科学与人工智能);Digital Trust Council(数字信任委员会)
Trustworthy AI and Democracy: A Dual Taxonomy and Operational Framework of Democratic Risks and Contributions
Dept. of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Spain(计算机科学与人工智能系,DaSCI,格拉纳达大学);Dept. of Philosophy, University of Vienna, Vienna, Austria(哲学系,维也纳大学);School of Engineering, Cornell University, Ithaca, NY, United States(工程学院,康奈尔大学);Dept. of Mathematics, Khalifa University of Science and Technology, Abu Dhabi, UAE(数学系,科学与技术大学,阿布扎赫德,阿联酋);ADIA Lab, Al Maryah Island, Abu Dhabi, UAE(ADIA实验室,阿布扎赫德,阿联酋);Joint Research Centre, European Commission, Seville, Spain(联合研究中心,欧洲委员会,塞维利亚,西班牙);Computer Engineering Dept., University of Alcalá, Alcalá de Henares, Spain(计算机工程系,阿尔卡拉大学)
Connecting the Dots in Trustworthy Artificial Intelligence: From AI Principles, Ethics, and Key Requirements to Responsible AI Systems and Regulation
University of Granada(格拉纳达大学);DaSCI Andalusian Institute in Data Science and Computational Intelligence(安达卢西亚数据科学与计算智能研究所(DaSCI));TECNALIA(泰克纳利亚研究中心);Basque Research and Technology Alliance (BRTA)(巴斯克研究与技术联盟(BRTA));University of the Basque Country (UPV/EHU)(巴斯克大学(UPV/EHU));University of Vienna(维也纳大学);Cornell University(康奈尔大学);ADIA Lab(阿布扎比投资局实验室);Khalifa University of Science and Technology(哈利法科技大学)
Trustworthy AI in Digital Health: A Comprehensive Review of Robustness and Explainability
College of Health Solutions, Arizona State University(亚利桑那州立大学健康解决方案学院);School of Computing and Augmented Intelligence, Arizona State University(亚利桑那州立大学计算与增强智能学院)
Building an Ethical and Trustworthy Biomedical AI Ecosystem for the Translational and Clinical Integration of Foundational Models
University of California, Los Angeles(加州大学洛杉矶分校);European Molecular Biology Laboratory - European Bioinformatics Institute (EMBL-EBI)(欧洲分子生物学实验室-欧洲生物信息研究所(EMBL-EBI))
Dial E for Ethical Enforcement: institutional VETO power as a governance primitive
Meta AI;Stanford University(斯坦福大学);AWS Generative AI Innovation Center, Amazon Web Services(亚马逊云科技生成式AI创新中心);Northeastern University, Seattle, WA, USA(东北大学)
Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models
Canizaro Livingston Gulf States Center for Environmental Informatics, the University of New Orleans(新奥尔良大学);Center for Geospatial Sciences, Naval Research Laboratory(海军研究实验室);US Army Corps of Engineers, Engineer Research and Development Center(美国陆军工兵部工程师研究与发展中心)