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Rishi, J and Gafoor, A and Kumar, S and Subramani, D (2024) On the Training Efficiency of Shallow Architectures for Physics Informed Neural Networks. In: 24th International Conference on Computational Science, ICCS 2024, 2 July 2024 through 4 July 2024, Malaga, pp. 363-377.