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- W3202183072 abstract "The rapid development of Artificial Intelligence (AI) technology has enabled the deployment of various systems based on it. However, many current AI systems are found vulnerable to imperceptible attacks, biased against underrepresented groups, lacking in user privacy protection. These shortcomings degrade user experience and erode people’s trust in all AI systems. In this review, we provide AI practitioners with a comprehensive guide for building trustworthy AI systems. We first introduce the theoretical framework of important aspects of AI trustworthiness, including robustness, generalization, explainability, transparency, reproducibility, fairness, privacy preservation, and accountability. To unify currently available but fragmented approaches toward trustworthy AI, we organize them in a systematic approach that considers the entire lifecycle of AI systems, ranging from data acquisition to model development, to system development and deployment, finally to continuous monitoring and governance. In this framework, we offer concrete action items for practitioners and societal stakeholders (e.g., researchers, engineers, and regulators) to improve AI trustworthiness. Finally, we identify key opportunities and challenges for the future development of trustworthy AI systems, where we identify the need for a paradigm shift toward comprehensively trustworthy AI systems." @default.
- W3202183072 created "2021-10-11" @default.
- W3202183072 creator A5004922473 @default.
- W3202183072 creator A5030837133 @default.
- W3202183072 creator A5032552506 @default.
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- W3202183072 creator A5041877213 @default.
- W3202183072 creator A5049141449 @default.
- W3202183072 creator A5051937572 @default.
- W3202183072 creator A5090815103 @default.
- W3202183072 date "2023-01-16" @default.
- W3202183072 modified "2023-10-11" @default.
- W3202183072 title "Trustworthy AI: From Principles to Practices" @default.
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