| TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second | Jul 5, 2022 | AutoMLBayesian Inference | CodeCode Available | 5 |
| JoLT: Joint Probabilistic Predictions on Tabular Data Using LLMs | Feb 17, 2025 | ImputationIn-Context Learning | CodeCode Available | 2 |
| TabLLM: Few-shot Classification of Tabular Data with Large Language Models | Oct 19, 2022 | ClassificationDeep Learning | CodeCode Available | 2 |
| TabMixer: advancing tabular data analysis with an enhanced MLP-mixer approach | Feb 21, 2025 | Computational EfficiencyDeep Learning | CodeCode Available | 1 |
| Neural Reasoning Networks: Efficient Interpretable Neural Networks With Automatic Textual Explanations | Oct 10, 2024 | FairnessFeature Importance | CodeCode Available | 1 |
| PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications | Sep 3, 2024 | AutoMLBinary Classification | CodeCode Available | 1 |
| Pairwise Difference Learning for Classification | Jun 28, 2024 | Binary ClassificationClassification | CodeCode Available | 1 |
| ALPBench: A Benchmark for Active Learning Pipelines on Tabular Data | Jun 25, 2024 | Active Learningtabular-classification | CodeCode Available | 1 |
| TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks | Feb 17, 2024 | FairnessIn-Context Learning | CodeCode Available | 1 |
| MotherNet: Fast Training and Inference via Hyper-Network Transformers | Dec 14, 2023 | ClassificationIn-Context Learning | CodeCode Available | 1 |