Conservation Discovery Networks recover analytical energy with R² ≥ 0.996 in Hamiltonian systems using temporal consistency and λ_align=0.2, but collapse without alignment and show mixed noise robustness.
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Prediction Is Not Physics: Learning and Evaluating Conserved Quantities in Neural Simulators
Conservation Discovery Networks recover analytical energy with R² ≥ 0.996 in Hamiltonian systems using temporal consistency and λ_align=0.2, but collapse without alignment and show mixed noise robustness.