4 ms·
wouldn't xgboost be covered under autogluon? not perfect, but not missing either
by nok22kon 4mo ago
wouldn't xgboost be covered under autogluon? not perfect, but not missing either
- Eridrus 4mo agoHonestly, I don't really know AutoGluon, if this does xgboost tuning that's good. I do still think ELO scores are still a way to obscure results though. For all we know this is like 0.1% better than a "normal" approach on like 70% of tasks and a tire fire on others.
- nok22kon 4mo agoAutoGluon does their own benchmarking, the default is Elo, but you can switch to other metrics: https://huggingface.co/spaces/TabArena/leaderboard https://huggingface.co/spaces/TabArena/leaderboard xgboost is listed, they say "tuned" but who knows what that means. and its below CatBoost and LightGBM as an aggregator of models (trees, neural networks, clustering, ...) AutoGluon doesn't really have a dog in this fight
- Eridrus 4mo agoThanks for the pointer, though I can't seem to find TabFM and AutoGluon at that link?