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What's the best model for tabular classification tasks in 2026 — google/tabfm-1.0.0-pytorch or another model?
Downloads19k/mo
Accessopen · no token
Tasktabular-classification
Updated6d ago
🤗 autogluon/mitra-classifierapache-2.0
Downloads167k/mo
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Tasktabular-classification
Updated8mo ago
Downloads23k/mo
Accessopen · no token
Tasktabular-classification
Updated3mo ago
For tabular classification tasks in 2026, the standout model is AutoGluon MITRA-Classifier, which boasts the highest usage metrics and a robust licensing structure. Here's how it compares with Google’s TabFM and other contenders:
Comparison of Top Tabular Classification Models
| Model | Downloads | Likes | License | Updated | Gated Access | Notable Features |
|---|---|---|---|---|---|---|
| AutoGluon MITRA-Classifier | 167,273 | 39 | Apache-2.0 | 2025-11-19 | No | Highly adopted, strong community support |
| SAP RPT-1 OSS | 23,050 | 88 | Apache-2.0 | 2025-11-05 | Yes | Foundation model, in-context learning capabilities |
| TabPFN-v2 Classifier | 22,937 | 88 | Other | 2026-04-26 | No | Advanced performance but less usage compared to MITRA |
| TabFM (PyTorch) | 18,626 | 341 | Other | 2026-07-04 | No | Built for zero-shot learning capabilities, lower adoption |
Key Observations
- Most Adopted: AutoGluon’s MITRA-classifier leads significantly in downloads, indicating strong real-world adoption, with 167,273 downloads and a well-defined Apache-2.0 license that allows commercial use.
- High Engagement: The SAP RPT-1 model has a good number of likes and is a foundation model for various deep learning tasks, although it's gated, which may restrict some users.
- Performance and Momentum: TabPFN-v2 is well-maintained with a recent update, positioning it as a strong competitor, especially among academic circles, but it has not reached the same level of adoption as MITRA.
- Innovation in TabFM: While TabFM (pytorch) has interesting features for zero-shot learning, its lower download figures suggest it has not made a significant impact on the community yet relative to MITRA.
Recommendation
Choose AutoGluon MITRA-Classifier if you need an actively maintained, highly adopted solution with a permissive license for commercial use. It stands out as the clear winner for tabular classification tasks in 2026 due to its proven adoption and capabilities. For exploratory or specialized applications, consider SAP RPT-1 or TabPFN, but be mindful of their usage limitations and community engagement.