Scaling TabPFN: Sketching and Feature Selection for Tabular Prior-Data Fitted Networks

17 November 2023

Papers citing "Scaling TabPFN: Sketching and Feature Selection for Tabular Prior-Data Fitted Networks"

12 / 12 papers shown

Title
Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models Julius Vetter Manuel Gloeckler Daniel Gedon Jakob H Macke 36 0 0 24 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 38 0 0 17 Apr 2025
A Closer Look at TabPFN v2: Strength, Limitation, and Extension Han-Jia Ye Si-Yang Liu Wei-Lun Chao 41 3 0 24 Feb 2025
TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems Si-Yang Liu Han-Jia Ye 66 5 0 04 Feb 2025
PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications Ricardo Knauer Marvin Grimm Erik Rodner LMTD 36 2 0 03 Sep 2024
Mixture of In-Context Prompters for Tabular PFNs Derek Xu Olcay Cirit Reza Asadi Yizhou Sun Wei Wang 31 9 0 25 May 2024
LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting Stijn Verdenius Andrea Zerio Roy L.M. Wang BDL AI4TS AI4CE 27 2 0 16 May 2024
Squeezing Lemons with Hammers: An Evaluation of AutoML and Tabular Deep Learning for Data-Scarce Classification Applications Ricardo Knauer Erik Rodner LMTD 22 3 0 13 May 2024
In-Context Data Distillation with TabPFN Junwei Ma Valentin Thomas Guangwei Yu Anthony L. Caterini 20 7 0 10 Feb 2024
Learning a Decision Tree Algorithm with Transformers Yufan Zhuang Liyuan Liu Chandan Singh Jingbo Shang Jianfeng Gao 39 5 0 06 Feb 2024
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets Guy Hacohen Avihu Dekel D. Weinshall 119 81 0 06 Feb 2022
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 242 690 0 27 Aug 2021