PATH: Next-Interval Prediction via Autoregressive Tree Hierarchy on Tabular Data
Pengxiang Cai, Wanchen Lian, Chenyang Liu, Xiaohan Li, Qingyuan Zeng, Jinhong Wang, Jintai Chen
cs.AI, cs.LG
Submitted: 2026-08-08
Updated: 2026-08-11
Code: https://github.com/pxcai/PATH
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Regression Trees for Fast and Adaptive Prediction Intervals
- Fast Conformal Prediction using Conditional Interquantile Intervals
- TabTransformer: Tabular Data Modeling Using Contextual Embeddings
- CD-split and HPD-split: efficient conformal regions in high dimensions
- Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data
- SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training
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