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An Approach for Peer-to-Peer Federated Learning
2021 51st Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN-W), 2021We present a novel approach for the collaborative training of neural network models in decentralized federated environments. In the iterative process a group of autonomous peers run multiple training rounds to train a common model. Thereby, participants perform all model training steps locally, such as stochastic gradient descent optimization, using ...
Tobias Wink, Zoltán Nochta
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Art‐mediated peer‐to‐peer learning of empathy
The Clinical Teacher, 2014Summary Background Making experiential art in a clinical clerkship offers opportunities for students to gain self‐awareness and enhance their empathic understanding of patients. The student‐created art can be further used as teaching material for other students.
Potash, JS, Chen, JY
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Transatlantic Peer-to-Peer Learning
Surgical Innovation, 2014Introduction. Peer-to-peer learning is a well-established learning modality, which has been shown to improve learning outcomes, with positive implications for clinical practice. The purpose of this pilot study was to explore the feasibility of linking students from North America and Europe with a peer-to-peer learning approach. Methods.
Noel Patrick, Lynch +4 more
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