2024
DOI: 10.1002/aaai.12193
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Effective knowledge representation and utilization for sustainable collaborative learning across heterogeneous systems

Trong Nghia Hoang

Abstract: The increasingly decentralized and private nature of data in our digital society has motivated the development of collaborative intelligent systems that enable knowledge aggregation among data owners. However, collaborative learning has only been investigated in simple settings. For example, clients are often assumed to train solution models de novo, disregarding all prior expertise. The learned model is typically represented in task‐specific forms that are not generalizable to unseen, emerging scenarios. Fina… Show more

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