A Decentralized Approach towards Responsible AI in Social Ecosystems

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A Decentralized Approach towards Responsible AI in Social Ecosystems Wenjing Chu Futurewei Technologies, Inc. [email removed] Abstract For AI technology to fulfill its full promises, we must have effective means to ensure Responsible AI behavior and cur-tail potential irresponsible use, e.g., in areas of privacy pro-tection, human autonomy, robustness, and prevention of bi-ases and discrimination in automated decision making. Re-cent literature in the field has identified serious shortcomings of narrow technology focused and formalism-oriented re-search and has proposed an interdisciplinary approach that brings the social context into the scope of study. In this paper, we take a sociotechnical approach to propose a more expansive framework of thinking about the Responsi-ble AI challenges in both technical and social context. Effec-tive solutions need to bridge the gap between a technical sys-tem with the social system that it will be deployed to. To this end, we propose comp...

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• [1] https://arxiv.org/abs/2102.06362