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The change in CTA-TCN performance after replacing/removing certrain blocks of the architecture while keeping rest of model as-is.
| From | To | Change in F1-score | Change in NMAE score |
|---|---|---|---|
| Depthwise convolutions | Standard-convolutions | −12.6% | +4.1% |
| Causal-dilated convolutions | Standard-convolutions | −10.15% | +2.2% |
| Channel-attention | Removed | −13% | +3.1% |
| Temporal-attention | Removed | −5.5% | +1.7% |
