Optimized Feature Generation for Tabular Data via LLMs with Decision
Tree Reasoning

Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning

12 June 2024

Jaehyun Nam

Jaehyung Kim

Papers citing "Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning"

9 / 9 papers shown

Title
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 30 1 0 23 Apr 2025
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers Nikhil Abhyankar Parshin Shojaee Chandan K. Reddy 61 0 0 18 Mar 2025
Applications of Large Language Model Reasoning in Feature Generation Dharani Chandra LRM 63 0 0 15 Mar 2025
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 42 3 0 11 Nov 2024
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers Gjergji Kasneci Enkelejda Kasneci LMTD 31 1 0 03 Nov 2024
Large Language Models Engineer Too Many Simple Features For Tabular Data Jaris Küken Lennart Purucker Frank Hutter 56 2 0 23 Oct 2024
"Oh LLM, I'm Asking Thee, Please Give Me a Decision Tree": Zero-Shot Decision Tree Induction and Embedding with Large Language Models Ricardo Knauer Mario Koddenbrock Raphael Wallsberger Nicholas M. Brisson Georg N. Duda Deborah Falla David W. Evans Erik Rodner 33 0 0 27 Sep 2024
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
TabTransformer: Tabular Data Modeling Using Contextual Embeddings Xin Huang A. Khetan Milan Cvitkovic Zohar S. Karnin ViT LMTD 140 412 0 11 Dec 2020