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Is Pre-training Truly Better Than Meta-Learning?
Using this analysis, we demonstrate the following: 1. when the formal diversity of a data set is low, PT beats MAML on average and 2. when the formal diversity is high, MAML beats PT on average.
Cost Optimization of Water Distribution Networks: Model Refinement Is Better Than Problem-Specific Solving Techniques
Indeterminism of flow values and flow direction in the network leads to non-linearity in these constraints making the optimization problem non-convex.
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