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added new 'tabarena-new' search space for RealMLP-HPO, including per-fold ensembling (more expensive)
and tuning two more categorical hyperparameters
(with better results)
reduced RealMLP pickle size by not storing the dataset (#33)
fixed gradient clipping for TabM
(it did nothing previously, see #34).
To ensure backward compatibility, it is set to None in the HPO search spaces now
(it was already None in the default parameters).