unified backprop spelling
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@@ -37,7 +37,7 @@ The following table summarizes these findings:
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| Method | ✅ Pro | ❌ Con |
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|----------|-------------|------------|
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| **PINN** | - Analytic derivatives via back-propagation | - Expensive evaluation of NN, as well as derivative calculations |
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| **PINN** | - Analytic derivatives via backpropagation | - Expensive evaluation of NN, as well as derivative calculations |
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| | - Simple to implement | - Incompatible with existing numerical methods |
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| | | - No control of discretization |
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| **DiffPhys** | - Leverage existing numerical methods | - More complicated to implement |
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