Fig. 7 | Scientific Reports

Fig. 7

From: Data-driven approach to the deep learning of the dynamics of a non-integrable Hamiltonian system

Fig. 7

Average values and standard deviations of the logarithmic error \(\log (k_{\text {pred}}/k_{\text {true}})\) across test sets for various combinations of the pair (N, L). A solid horizontal line at zero indicates perfect predictions (\(\text {predictions} = \text {true}\)). This figure provides insight into how the model’s prediction accuracy improves as the number of trajectories and sequence length vary.

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