Results 181 to 190 of about 1,704,441 (287)
Experimentally Validated Quantum-Secure Federated Learning over a Multi-user Quantum Network. [PDF]
Research (Wash D C)Liu ZP +8 more
europepmc +1 more source
Privacy-preserving Quantification of Non-IID Degree in Federated Learning
Federated learning (FL) offers a privacy-preserving approach to machine learning for multiple collaborators without sharing raw data. However, the existence of non-independent and non-identically distributed (non-IID) datasets across different clients ...
Jin, Yaochu +3 more
core +1 more source
Better on Average? Average Inflation Targeting With an Unclear Averaging Window
Southern Economic Journal, EarlyView.ABSTRACT Average inflation targeting (AIT) aims to stabilize inflation expectations by offsetting past deviations from target. However, ambiguity about the averaging window can complicate expectations formation and reduce policy effectiveness. This paper integrates AIT into a benchmark DSGE model, incorporating adaptive learning and a signal extraction
James Dean
wiley +1 more source
Communication-Efficient Federated Learning with Dual-Sided Sparse Aggregation for Edge Sensing Systems. [PDF]
Sensors (Basel)Zhao H, Li J.
europepmc +1 more source
A Quantised Push‐Sum Distributed Adaptive Momentum Algorithm for Optimisation Over Directed Networks
CAAI Transactions on Intelligence Technology, EarlyView.ABSTRACT In this paper, we investigate a distributed constrained optimisation problem over directed networks. The agents in the networks conduct local computations and communications, endeavouring to collaboratively minimise the aggregation of all locally known convex cost functions subject to a global constraint set.
Qingguo Lü +6 more
wiley +1 more source
Threshold-adaptive pruning with multi-key homomorphic encryption for communication-efficient secure federated learning. [PDF]
PLoS OneGuo J, Liu R, Xing J.
europepmc +1 more source
PFL-NON-IID Framework: Evaluating MOON Algorithm on Handling Non-IID Data Distributions
, 2023 Sheng Chen +3 more
openaire +1 more source
Understanding mammal avoidance of human settlements
Journal of Animal Ecology, EarlyView.Terrestrial mammals often avoid human settlements, but is this a result of human activity around buildings or the built infrastructure per se? Using data on animal movement before and during the COVID‐19 lockdowns, this paper disentangles these effects, showing how changes in human mobility affect animals' avoidance of buildings. Abstract Anthropogenic
Jonathan R. Potts +75 more
wiley +1 more source
Addressing Non-IID Data in Federated Learning with Dual Attention Mechanism for Edge Computing ...
A Yao (13306335) +5 more
core
Australian Economic Papers, EarlyView.ABSTRACT This study examines volatility interconnectedness among selected agricultural commodities and precious/industrial metals, together with oil price uncertainty and global supply chain pressure, over the period January 1998 to June 2024 using a Quantile‐on‐Quantile connectedness framework.
Muhammed Benli, Halil Altıntaş
wiley +1 more source