"tabular data analysis" Papers

12 papers found

Empowering Decision Trees via Shape Function Branching

Nakul Upadhya, Eldan Cohen

NEURIPS 2025arXiv:2510.19040

Estimating Model Performance Under Covariate Shift Without Labels

Jakub Białek, Juhani Kivimäki, Wojciech Kuberski et al.

NEURIPS 2025arXiv:2401.08348
6
citations

Geodesic Flow Kernels for Semi-Supervised Learning on Mixed-Variable Tabular Dataset

Yoontae Hwang, Yongjae Lee

AAAI 2025paperarXiv:2412.12864
1
citations

Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later

Han-Jia Ye, Huai-Hong Yin, De-Chuan Zhan et al.

ICLR 2025arXiv:2407.03257
15
citations

Amortized Variational Deep Kernel Learning

Alan Matias, César Lincoln Mattos, Joao Paulo Gomes et al.

ICML 2024

Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles

Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer et al.

AAAI 2024paperarXiv:2401.12069
33
citations

Differentiable Weightless Neural Networks

Alan Bacellar, Zachary Susskind, Mauricio Breternitz Jr et al.

ICML 2024arXiv:2410.11112
27
citations

Gaussian Process Neural Additive Models

Wei Zhang, Brian Barr, John Paisley

AAAI 2024paperarXiv:2402.12518
12
citations

Improving Neural Additive Models with Bayesian Principles

Kouroche Bouchiat, Alexander Immer, Hugo Yèche et al.

ICML 2024arXiv:2305.16905
13
citations

Interpretable Deep Clustering for Tabular Data

Jonathan Svirsky, Ofir Lindenbaum

ICML 2024arXiv:2306.04785
15
citations

Multiply Robust Estimation for Local Distribution Shifts with Multiple Domains

Steven Wilkins-Reeves, Xu Chen, Qi Ma et al.

ICML 2024arXiv:2402.14145
2
citations

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries

Xinyi He, Mengyu Zhou, Xinrun Xu et al.

AAAI 2024paperarXiv:2312.13671
44
citations