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"<italic>FLPurifier</italic>: Backdoor Defense in Federated Learning vi" by Jiale Zhang, Chengcheng Zhu et al.

Recent studies have demonstrated that backdoor attacks can cause a significant security threat to federated learning. Existing defense methods mainly focus on detecting or eliminating the backdoor patterns after the model is backdoored. However, these methods either cause model performance degradation or heavily rely on impractical assumptions, such as labeled clean data, which exhibit limited effectiveness in federated learning. To this end, we propose FLPurifier, a novel backdoor defense metho...
Adaptation Models Daptive Classifier Aggregation Backdoor Attacks Ecoupled Contrastive Training Feature Extraction Federated Learning
Source: uow.edu.au

Human Activity Recognition through Self-Supervised Learning

Researchers from the UK demonstrate the efficacy of self-supervised learning for human activity recognition using a vast wearable dataset. By addressing convergence issues and evaluating multi-task self-supervision, they showcase robust models with superior representation quality across diverse populations and activity types.
United Kingdom Noopur Jain Susha Cheriyedath Noopur Jainapr Digital Medicine Human Activity Recognition

The brain may learn about the world the same way some computational models do

New MIT studies support the idea that the brain uses a process similar to a machine-learning approach known as โ€œself-supervised learning.โ€ This type of machine learning allows computational models to learn about visual scenes based solely on the similarities and differences between them, with no labels or other information.
Aran Nayebi Rylan Schaeffer Ila Fiete Mehrdad Jazayeri Robert Yang Mikail Khona
Source: mit.edu

Farming as a Service Market Size to Reach USD 11.5 Billion, With a CAGR of 15.30% by 2032 - Report by Market Research Future (MRFR)

Increasing Use of IoT in Agriculture to Boost FaaS Market GrowthTokyo, Japan, Aug. 02, 2023 (GLOBE NEWSWIRE) -- According to the research report published by Market Research Future (MRFR), &#x201C;Farming as a Service Market Information Deployment Mode, By Service Type, By Delivery Model, By End User And By Region &#x2013; Market Forecast Till 2032&#x201D;. The global farming as a service market will touch USD 11.5 billion at a 15.30% CAGR by 2032, as per the recent Market Research Future report...
United States United Kingdom New York Service Market Information Deployment Mode Research Reports Service Market Segmentation
Source: yahoo.com

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