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cs.LG2026
MFedAQI: Multimodal Federated Learning for Air Quality Prediction on Heterogeneous Edge Devices
Manjil Nepal, Kimsie Phan, Tamoghna Ojha +2
Accurate air quality prediction is essential for public health, environmental monitoring, and industrial safety. However, most existing approaches rely on centralized learning para…
cs.LG2026
DPxFin: Adaptive Differential Privacy for Anti-Money Laundering Detection via Reputation-Weighted Federated Learning
Renuga Kanagavelu, Manjil Nepal, Ning Peiyan +6
In the modern financial system, combating money laundering is a critical challenge complicated by data privacy concerns and increasingly complex fraud transaction patterns. Althoug…