IEEE

Towards Privacy-Preserving and Error-Tolerant Wireless Federated Learning: Fixed-Point Model Aggregation with Differential Privacy Guarantees

Abstract: This paper presents a novel approach for wireless federated learning (WFL) that, for the first time, enables the aggregation of local models with mild to moderate errors under practical ...
IEEE

Fast Path Planning of Multienvironmental Factors Comprehensive Constraints in Off-Road Environment Constructed by Aggregation Vector Point Method

Abstract: The accuracy and efficiency of path planning in off-road environments depend on the construction of off-road environment map information. Previous studies have used the grid method to ...
Politifact

Donald Trump doesn’t have the ‘highest poll numbers’ of his career. They’re near his lowest

Eight widely followed poll aggregators show that President Donald Trump notched his strongest approval ratings, and his smallest disapproval ratings, in January at the beginning of his second term.
IEEE

Trusted Model Aggregation With Zero-Knowledge Proofs in Federated Learning

Abstract: This paper proposes a new global model aggregation method based on using zero-knowledge federated learning (ZKFL). The purpose is to secure horizontal or P2P federated machine learning ...
C&EN

Effect of Point Mutations on the Aggregation Tendency of the Antimicrobial Fragment Peptide hLL-37

The aggregation of host defense peptides is directly linked to their membranolytic properties. A well-known example is the hLL-37 17–29 peptide, where aggregation induces cell lysis. Mutations at the ...
beaconjournal

Natural gas aggregation rate spiking for customers enrolled in city of Akron's plan

As colder temperatures send people scrambling to bump up their thermostats, many Akron residents are going to have to budget for rising costs to keep the warmth pumping out. Natural gas customers ...
IEEE

Cellular Aggregation Graph Convolutional Network for Point Cloud Quality Assessment

Abstract: Point cloud quality assessment (PCQA) is a challenging task due to the inherently disordered nature of points. Existing point-based methods, such as sparse convolution and PointNet, are ...
The Motley Fool

iShares Core US Aggregate Bond ETF (AGG): How to Buy

AGG ETF tracks the Bloomberg U.S. Aggregate Bond Index, offering wide U.S. bond market exposure. It includes diverse bonds and uses sampling to emulate the index's performance. AGG has a low expense ...
IEEE

Toward Secure Weighted Aggregation for Privacy-Preserving Federated Learning

Abstract: Privacy-preserving federated learning can protect the privacy of model gradients/parameters in the model aggregation phase. Most existing schemes only ...