Personalized Federated Reinforcement Learning (PFRL) takes a decentralized approach to storing and accessing information based on past experiences while keeping each client's data private during the learning of each client's policy. Many current methods for PFRL rely heavily on exploiting existing reinforcement learnin...
Md. Rafid Islam, Rafsan Jany, Zahid Hasan et al.· 0 citations
This work proposes UnDA, an anchor-guided framework for unpaired cross-modal distillation that introduces a backbone-agnostic Alignment Module that extracts semantically structured class tokens via an attention based pooling mechanism, and dynamically weights feature-level alignment based on prediction confidence, effe...
Air pollution is one of Bangladesh's most pressing environmental problems, yet few studies have examined it at a national scale over a long time span. To describe trends, seasonality, geographic patterns, and pollution regimes, this study examines 25 years of hourly air quality data (2000-2025), covering over 3.19 mill...
Md Rafid Islam, Rafsan Jany, Mohammad Fahim Islam et al.· 0 citations
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