نسخة أولية وصول مفتوح
Do RUL explanations hold up? Faithfulness and stability of attributions on C-MAPSS
Deep remaining-useful-life (RUL) models on NASA C-MAPSS are now routine, and so are heatmaps that colour sensors and timesteps. A heatmap that looks mechanical is not the same as an explanation an engineer can act on. We train three standard architectures - a 1D CNN, an LSTM, and a small Transformer encoder - on the of …