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federated learning

151 papers

Toward a Federated Cross-Organizational Construction Safety Knowledge Recommendation: A Dual-Incentive Mechanism Integrating Worker Satisfaction

This study proposes a dual-incentive mechanism that integrates model training performance with worker satisfaction, encouraging providers to allocate more resources to safety knowledge recommendation and shows that the dual-incentive mechanism yields stronger incentive intensity, higher provider effort, and greater requester benefits versus single-model training incentives, while remaining robust across cost and risk variations.

Shuai Zhang, Botao Zhong, Samad M. E. Sepasgozar et al. · 0 citations

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MIT News · Artificial Intelligence Aug 27, 2026

Looking beyond natural sequences

A new machine-learning framework aims to improve the success rate of computational protein design while moving away from results that reproduce sequences found in nature.