Bengisu Atli

Serverless gossip training of LSTM failure detectors: A matched-protocol comparison with federated, local and centralized learning on NASA C-MAPSS

Ring gossip is a practical serverless alternative when data heterogeneity is moderate, and faster-mixing topologies become important as heterogeneity grows, as well as a centralized reference for a stacked LSTM that detects imminent failure on the NASA C-MAPSS turbofan benchmark.