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tabular-classification

Papers

Showing 2648 of 48 papers

TitleStatusHype
What exactly has TabPFN learned to do?Code0
CARE: Coherent Actionable Recourse based on Sound Counterfactual ExplanationsCode0
Bayesian Concept Bottleneck Models with LLM PriorsCode0
Squeezing Lemons with Hammers: An Evaluation of AutoML and Tabular Deep Learning for Data-Scarce Classification Applications0
STAND: Data-Efficient and Self-Aware Precondition Induction for Interactive Task Learning0
Ensemble Squared: A Meta AutoML System0
Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization0
Fieldwise Factorized Networks for Tabular Data Classification0
A Suite of Fairness Datasets for Tabular Classification0
Tokenize features, enhancing tables: the FT-TABPFN model for tabular classification0
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications0
Is margin all you need? An extensive empirical study of active learning on tabular data0
Learning Interpretable Differentiable Logic Networks for Tabular Regression0
Metalearning Using Structure-rich Pipeline Representations for Better AutoML0
TabNSA: Native Sparse Attention for Efficient Tabular Data Learning0
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems0
Pareto Frontiers in Neural Feature Learning: Data, Compute, Width, and Luck0
Test-Time Training Provably Improves Transformers as In-context Learners0
PTab: Using the Pre-trained Language Model for Modeling Tabular Data0
Quantifying Prediction Consistency Under Fine-Tuning Multiplicity in Tabular LLMs0
The Disagreement Problem in Faithfulness Metrics0
Scaling TabPFN: Sketching and Feature Selection for Tabular Prior-Data Fitted Networks0
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption0
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