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Fairness in Federated Learning: Trends, Challenges, and Opportunities
This survey delves into the intricate issues pertinent to fairness in federated learning , where various biasing factors can skew model performance. By systematically analyzing fairness‐aware strategies, evaluation metrics, and future directions, this work identifies pivotal research gaps in existing approaches and sheds light on both challenges and ...
Noorain Mukhtiar+2 more
wiley +1 more source
This Month in The Journal [PDF]
openaire +3 more sources
The Trend to Use the Word "Trend" to Describe Nonsignificant Results in Orthopaedic Literature. [PDF]
Massey PA+5 more
europepmc +1 more source
Abstract Premise Araliaceae comprise a moderately diverse, predominantly tropical angiosperm family with a limited fossil record. Gondwanan history of Araliaceae is hypothesized in the literature, but no fossils have previously been reported from the former supercontinent.
Peter Wilf
wiley +1 more source
Data sharing practices in high-impact rehabilitation journals. [PDF]
Elghzali A+9 more
europepmc +1 more source
Abstract Premise Amphistomy, the presence of stomata on both leaf surfaces, can increase photosynthesis yet is uncommon across vascular plants. The relative infrequency of amphistomy is often attributed to high costs, such as transpirational water loss.
Genevieve Triplett, Aaron S. David
wiley +1 more source
Use of AI in Family Medicine Publications: A Joint Editorial from Journal Editors. [PDF]
Schrager S+10 more
europepmc +1 more source