Datasets:
| # ===== GROUND TRUTH REFERENCE ===== | |
| # NOTE: This ground truth serves as a reference answer for symbolic regression tasks | |
| # This expression is NOT the original function used to generate the training data | |
| # It is provided solely for evaluation and comparison of large model outputs | |
| # DO NOT use this expression as the basis for data generation | |
| def dA_dt(t, A): | |
| alpha = 0.19494483384724354 | |
| alpha_w = 0.19494483384724354 | |
| return -alpha * A + alpha_w * np.cos(np.log(A + 1)) | |