Awesome Tabular Deep Learning for "Representation Learning for Tabular Data: A Comprehensive Survey"

A comprehensive toolkit and benchmark for tabular data learning, featuring 35+ deep methods, more than 10 classical methods, and 300 diverse tabular datasets.

TabCausal: Pretraining Across Causal Environments for Tabular Causal Discovery

Official repository for ICML2026 "TopBench: A Benchmark for Implicit Predictive Reasoning in Tabular Question Answering"

TabSwift: An Efficient Tabular Foundation Model with Row-Wise Attention

The code repository for ICML'25 paper "Understanding the Limits of Deep Tabular Methods with Temporal Shift"

Dynamic feature selection with Instance-Specific Cost sensitivity

The code repository for NeurIPS'25 paper "Feature-aware Modulation for Learning from Temporal Tabular Data"

The code repository for ICML25 paper "TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems"