├── LICENSE ├── LSO_eval.py ├── LSO_fit.py ├── README.md ├── alg_update.py ├── const_opt.py ├── environment.yml ├── images └── SNIP-Symbolic-Regression.png ├── model.py ├── parsers.py ├── run_lso.sh ├── run_train.sh ├── srbench_results ├── blackbox_snip.csv ├── feynman_snip.csv ├── feynman_snip_allnoise.csv ├── strogatz_snip.csv └── strogatz_snip_allnoise.csv ├── symbolicregression ├── __init__.py ├── envs │ ├── __init__.py │ ├── encoders.py │ ├── environment.py │ ├── generators.py │ ├── simplifiers.py │ └── utils.py ├── logger.py ├── metrics.py ├── model │ ├── __init__.py │ ├── embedders.py │ ├── model_wrapper.py │ ├── sklearn_wrapper.py │ ├── transformer.py │ └── utils_wrapper.py ├── optim.py ├── regressors.py ├── slurm.py ├── trainer.py └── utils.py └── train.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deep-symbolic-mathematics/Multimodal-Symbolic-Regression/HEAD/LICENSE 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