22 citations · 22 across the 3 of their papers we have counts for
3 papers
cs.LG2025
Kuramoto-FedAvg: Using Synchronization Dynamics to Improve Federated Learning Optimization under Statistical Heterogeneity
Aggrey Muhebwa, Khotso Selialia, Fatima Anwar +1
Federated learning on heterogeneous (non-IID) client data experiences slow convergence due to client drift. To address this challenge, we propose Kuramoto-FedAvg, a federated optim…
cs.CL2025
Causal Distillation: Transferring Structured Explanations from Large to Compact Language Models
Aggrey Muhebwa, Khalid K. Osman
Large proprietary language models exhibit strong causal reasoning abilities that smaller open-source models struggle to replicate. We introduce a novel framework for distilling cau…
cs.CV2018★ 22 cited
Assigning a Grade: Accurate Measurement of Road Quality Using Satellite Imagery
Gabriel Cadamuro, Aggrey Muhebwa, Jay Taneja
Roads are critically important infrastructure to societal and economic development, with huge investments made by governments every year. However, methods for monitoring those inve…