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leogrin.bsky.social

@leogrin.bsky.social
114 followers 42 following 4 posts
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leogrin.bsky.social @leogrin.bsky.social · 09/01/2025
Groundbreaking work, congrats to the team!! 🎉 When I started my PhD 3 years ago, our tabular benchmark showed tree-based models miles ahead of neural networks. On the same benchmark, TabPFN v2 now reaches in 10s what CatBoost achieves in 4h of tuning 🤯
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David Holzmüller @dholzmueller.bsky.social · 18/11/2024
Can deep learning finally compete with boosted trees on tabular data? 🌲 In our NeurIPS 2024 paper, we introduce RealMLP, a NN with improvements in all areas and meta-learned default parameters. Some insights about RealMLP and other models on large benchmarks (>200 datasets): 🧵
Paper screenshot and Figure 1 (c) with cumulative ablations for components of RealMLP-TD.
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