IEEE

A Flexible and Scalable Malicious Secure Aggregation Protocol for Federated Learning

Abstract: Secure aggregation becomes a major solution to providing privacy for federated learning. Secure aggregation for mobile devices typically relies on Shamir secret sharing (SSS) to achieve ...
IEEE

Multi-Information Aggregation and Estrangement HyperGraph Convolutional Networks for Spatiotemporal Weather Forecasting

Abstract: Weather forecasting is inextricably linked to human lives and represents a quintessential task of spatiotemporal modeling, necessitated by the spatial and temporal dependencies inherent in ...
Reminder Publications

Agawam approves Power Supply Program Aggregation Plan

The Agawam City Council approved its Community Choice Power Supply Program Aggregation Plan as a next step to implementing an energy aggregation program in town. The state’s DPU will now review the ...
GitHub

IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-Modal Object Re-Identification

Figure 1: Motivation of IDEA. Figure 2: Overall Framework of IDEA. Multi-modal object Re-IDentification (ReID) aims to retrieve specific objects by utilizing complementary information from various ...
GitHub

FedCFA: Alleviating Simpson’s Paradox in Model Aggregation with Counterfactual Federated Learning

Abstract: Federated learning (FL) is a promising technology for data privacy and distributed optimization, but it suffers from data imbalance and heterogeneity among clients. Existing FL methods try ...