├── .gitignore ├── LICENSE ├── README.md ├── experiments ├── compact_parity │ ├── README.md │ ├── compact_parity_anode.py │ ├── compact_parity_sonode.py │ ├── plot_figures.py │ └── run.sh ├── damped_oscillators │ ├── README.md │ ├── data │ │ ├── samp_ts.npy │ │ ├── z.npy │ │ └── z0.npy │ ├── make_data.py │ ├── make_figure.py │ ├── oscillators_anode.py │ ├── oscillators_node.py │ ├── oscillators_sonode.py │ └── run.sh ├── function_fitting │ ├── 2d_function │ │ ├── 2d_function_fit_anode_given_init_conditions.py │ │ ├── 2d_function_fit_anode_learn_init_conditions.py │ │ ├── 2d_function_fit_anode_start_at_zero.py │ │ ├── 2d_function_fit_sonode_given_init_conditions.py │ │ ├── 2d_function_fit_sonode_learn_init_conditions.py │ │ ├── README.md │ │ ├── plot_figure_anode1.py │ │ ├── plot_figures.py │ │ └── run.sh │ ├── double_function │ │ ├── README.md │ │ ├── double_func_anode.py │ │ ├── double_func_anode_mixed.py │ │ ├── double_func_sonode.py │ │ ├── plot_double_func.py │ │ ├── plot_double_func_with_theory.py │ │ ├── plot_triple_func.py │ │ ├── run.sh │ │ └── triple_func_anode.py │ ├── extrapolation-noise_robustness │ │ ├── README.md │ │ ├── data │ │ │ ├── noisy_sine_data_experiment_1_noise_0.0.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.1.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.2.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.3.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.4.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.5.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.6.pt │ │ │ ├── noisy_sine_data_experiment_1_noise_0.7.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.0.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.1.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.2.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.3.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.4.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.5.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.6.pt │ │ │ ├── noisy_sine_data_experiment_2_noise_0.7.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.0.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.1.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.2.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.3.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.4.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.5.pt │ │ │ ├── noisy_sine_data_experiment_3_noise_0.6.pt │ │ │ └── noisy_sine_data_experiment_3_noise_0.7.pt │ │ ├── extrapolation_anode.py │ │ ├── extrapolation_sonode.py │ │ ├── make_data.py │ │ ├── plot_figures.py │ │ ├── results │ │ │ └── results.npy │ │ └── run.sh │ └── interpolation-first_order │ │ ├── README.md │ │ ├── interpolation_anode.py │ │ ├── interpolation_sonode.py │ │ ├── plot_figures.py │ │ └── run.sh ├── generalised_parity │ ├── README.md │ ├── generalised_parity_anode.py │ ├── generalised_parity_sonode.py │ ├── plot_parity_problem.py │ ├── results.npy │ └── run.sh ├── mnist │ ├── README.md │ ├── make_errors.py │ ├── mnist_anode.py │ ├── mnist_node.py │ ├── mnist_sonode_conv_v.py │ ├── plot_figures.py │ └── run.sh ├── nested-n-spheres │ ├── README.md │ ├── data │ │ ├── 1din_10_test.npy │ │ ├── 1din_50_train.npy │ │ ├── 1dout_10_test.npy │ │ ├── 1dout_50_train.npy │ │ ├── 2din_10_test.npy │ │ ├── 2din_50_train.npy │ │ ├── 2dout_10_test.npy │ │ ├── 2dout_50_train.npy │ │ ├── 3din_200_train.npy │ │ ├── 3din_40_test.npy │ │ ├── 3dout_200_train.npy │ │ ├── 3dout_40_test.npy │ │ ├── 4din_10_test.npy │ │ ├── 4din_50_train.npy │ │ ├── 4dout_10_test.npy │ │ ├── 4dout_50_train.npy │ │ └── vis_data │ │ │ ├── 1d_vis_data.npy │ │ │ ├── 2d_vis_data.npy │ │ │ └── 3d_vis_data.npy │ ├── make_data.py │ ├── make_figure.py │ ├── nested-n-spheres_anode.py │ ├── nested-n-spheres_sonode.py │ └── run.sh ├── plane_vibrations │ ├── F16Data_FullMSine_Level1.csv │ ├── README.md │ ├── make_errors.py │ ├── plane_vibrations_anode.py │ ├── plane_vibrations_anode_test.py │ ├── plane_vibrations_sonode.py │ ├── plane_vibrations_sonode_test.py │ ├── plot_figures.py │ └── run.sh ├── silverbox │ ├── README.md │ ├── SNLS80mV.csv │ ├── make_errors.py │ ├── plot_figures.py │ ├── run.sh │ ├── silverbox_anode.py │ ├── silverbox_anode_test.py │ ├── silverbox_sonode.py │ └── silverbox_sonode_test.py └── vdp_oscillator │ ├── README.md │ ├── data │ ├── position_data.pt │ ├── test_position_data.pt │ ├── test_time_data.pt │ ├── test_velocity_data.pt │ ├── time_data.pt │ └── velocity_data.pt │ ├── make_data.py │ ├── make_errors.py │ ├── plot_figures.py │ ├── results.npy │ ├── run.sh │ ├── vdp_anode.py │ ├── vdp_anode_test.py │ ├── vdp_sonode.py │ └── vdp_sonode_test.py ├── figures ├── interpretability.png ├── nested_gif.gif ├── nested_spheres.png ├── nested_spheres_600x400.jpg ├── quick_cos.gif ├── silverbox_combined_compressed.gif └── sonodes_CR_figure.jpg └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 1 | *.DS_Store 2 | .idea/ 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