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
Digital inequalities and U.S. undergraduate outcomes over the first two years of the COVID-19 pandemic. [PDF]
Katz VS, Jordan AB, Ognyanova K.
europepmc +1 more source
The radiomics feature could save the storage space of all medical samples; on the other hand, it avoids data leakage. Graph convolutional neural networks could summarize the similarity of benign and malignant pulmonary nodules to improve the performance in distinguishing them with radiomics and common clinical features.
Renjie Xu+7 more
wiley +1 more source
More extremely hot days, more heat exposure and fewer cooling options for people of color in Connecticut, U.S. [PDF]
Chen S+3 more
europepmc +1 more source
Applied Artificial Intelligence in Materials Science and Material Design
AI‐driven methods are transforming materials science by accelerating material discovery, design, and analysis, leveraging large datasets to enhance predictive modeling and streamline experimental techniques. This review highlights advancements in AI applications across spectroscopy, microscopy, and molecular design, enabling efficient material ...
Emigdio Chávez‐Angel+7 more
wiley +1 more source
CEASE Tobacco Cessation Program: Validation of Self-Rated Quit with Fagerstrom Test for Nicotine Dependence. [PDF]
Sheikhattari P+4 more
europepmc +1 more source
A thorough analysis of event‐based vision for flapping‐wing robots is presented, with emphasis on hardware integration, suitability under challenging flight conditions, and real‐time performance. Theoretical and experimental studies demonstrate how these sensors enable robust and efficient onboard perception for ornithopters, thereby advancing autonomy
Raul Tapia+5 more
wiley +1 more source
Integrating Physical Activity into a Nutrition and Exercise Science Middle School Curriculum: The THINK Program. [PDF]
Perry A+11 more
europepmc +1 more source
Hygromorphic materials, such as pinecone scales, respond to humidity changes. This study presents poligromorphic composites—composed of carbon fibers (CFs), polyvinyl alcohol (PVA), and maleic anhydride ethylene‐propylene (MA‐EPR)—that react to water, humidity, and hydrocarbons.
Liia Buhhanevits+4 more
wiley +1 more source
Sociodemographic influences on children's out-of-school time organized activity participation and physical activity in rural communities: A cross-sectional study. [PDF]
Von Seggern MJ+7 more
europepmc +1 more source