A pedagogical framework implements and benchmarks ANN, CNN, LSTM, and PINN models for classical pendulum and quantum oscillator systems with reported MAEs and GPU speedups.
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A Pedagogical Framework for Physics-Informed Machine Learning: From Classical Pendulum to Quantum Anharmonic Oscillator Using PyTorch on Modern GPU Hardware
A pedagogical framework implements and benchmarks ANN, CNN, LSTM, and PINN models for classical pendulum and quantum oscillator systems with reported MAEs and GPU speedups.