Matches in SemOpenAlex for { <https://semopenalex.org/work/W4308558317> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W4308558317 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.
- W4308558317 created "2022-11-12" @default.
- W4308558317 creator A5004922473 @default.
- W4308558317 creator A5030837133 @default.
- W4308558317 creator A5032552506 @default.
- W4308558317 creator A5034995105 @default.
- W4308558317 creator A5041877213 @default.
- W4308558317 creator A5051937572 @default.
- W4308558317 creator A5087828546 @default.
- W4308558317 creator A5090815103 @default.
- W4308558317 date "2021-10-03" @default.
- W4308558317 modified "2023-10-11" @default.
- W4308558317 title "Trustworthy AI: From Principles to Practices" @default.
- W4308558317 doi "https://doi.org/10.48550/arxiv.2110.01167" @default.
- W4308558317 hasPublicationYear "2021" @default.
- W4308558317 type Work @default.
- W4308558317 citedByCount "1" @default.
- W4308558317 countsByYear W43085583172023 @default.
- W4308558317 crossrefType "posted-content" @default.
- W4308558317 hasAuthorship W4308558317A5004922473 @default.
- W4308558317 hasAuthorship W4308558317A5030837133 @default.
- W4308558317 hasAuthorship W4308558317A5032552506 @default.
- W4308558317 hasAuthorship W4308558317A5034995105 @default.
- W4308558317 hasAuthorship W4308558317A5041877213 @default.
- W4308558317 hasAuthorship W4308558317A5051937572 @default.
- W4308558317 hasAuthorship W4308558317A5087828546 @default.
- W4308558317 hasAuthorship W4308558317A5090815103 @default.
- W4308558317 hasBestOaLocation W43085583171 @default.
- W4308558317 hasConcept C10138342 @default.
- W4308558317 hasConcept C104317684 @default.
- W4308558317 hasConcept C105339364 @default.
- W4308558317 hasConcept C115903868 @default.
- W4308558317 hasConcept C127413603 @default.
- W4308558317 hasConcept C144133560 @default.
- W4308558317 hasConcept C153701036 @default.
- W4308558317 hasConcept C17744445 @default.
- W4308558317 hasConcept C185592680 @default.
- W4308558317 hasConcept C195094911 @default.
- W4308558317 hasConcept C199539241 @default.
- W4308558317 hasConcept C2522767166 @default.
- W4308558317 hasConcept C2776007630 @default.
- W4308558317 hasConcept C2780233690 @default.
- W4308558317 hasConcept C38652104 @default.
- W4308558317 hasConcept C39389867 @default.
- W4308558317 hasConcept C41008148 @default.
- W4308558317 hasConcept C55493867 @default.
- W4308558317 hasConcept C56739046 @default.
- W4308558317 hasConcept C63479239 @default.
- W4308558317 hasConceptScore W4308558317C10138342 @default.
- W4308558317 hasConceptScore W4308558317C104317684 @default.
- W4308558317 hasConceptScore W4308558317C105339364 @default.
- W4308558317 hasConceptScore W4308558317C115903868 @default.
- W4308558317 hasConceptScore W4308558317C127413603 @default.
- W4308558317 hasConceptScore W4308558317C144133560 @default.
- W4308558317 hasConceptScore W4308558317C153701036 @default.
- W4308558317 hasConceptScore W4308558317C17744445 @default.
- W4308558317 hasConceptScore W4308558317C185592680 @default.
- W4308558317 hasConceptScore W4308558317C195094911 @default.
- W4308558317 hasConceptScore W4308558317C199539241 @default.
- W4308558317 hasConceptScore W4308558317C2522767166 @default.
- W4308558317 hasConceptScore W4308558317C2776007630 @default.
- W4308558317 hasConceptScore W4308558317C2780233690 @default.
- W4308558317 hasConceptScore W4308558317C38652104 @default.
- W4308558317 hasConceptScore W4308558317C39389867 @default.
- W4308558317 hasConceptScore W4308558317C41008148 @default.
- W4308558317 hasConceptScore W4308558317C55493867 @default.
- W4308558317 hasConceptScore W4308558317C56739046 @default.
- W4308558317 hasConceptScore W4308558317C63479239 @default.
- W4308558317 hasLocation W43085583171 @default.
- W4308558317 hasOpenAccess W4308558317 @default.
- W4308558317 hasPrimaryLocation W43085583171 @default.
- W4308558317 hasRelatedWork W1863951150 @default.
- W4308558317 hasRelatedWork W1907214306 @default.
- W4308558317 hasRelatedWork W2810478545 @default.
- W4308558317 hasRelatedWork W2951901846 @default.
- W4308558317 hasRelatedWork W3044002530 @default.
- W4308558317 hasRelatedWork W3106344240 @default.
- W4308558317 hasRelatedWork W3122557281 @default.
- W4308558317 hasRelatedWork W3199802296 @default.
- W4308558317 hasRelatedWork W3203579880 @default.
- W4308558317 hasRelatedWork W4220850111 @default.
- W4308558317 isParatext "false" @default.
- W4308558317 isRetracted "false" @default.
- W4308558317 workType "article" @default.