HyperFast: Instant Classification for Tabular Data

HyperFast: Instant Classification for Tabular Data

22 February 2024

D. M. Montserrat

Xavier Giró-i-Nieto

Papers citing "HyperFast: Instant Classification for Tabular Data"

14 / 14 papers shown

Title
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 35 0 0 17 Apr 2025
AutoML Benchmark with shorter time constraints and early stopping Israel Campero Jurado Pieter Gijsbers Joaquin Vanschoren AI4TS 32 0 0 01 Apr 2025
A Closer Look at TabPFN v2: Strength, Limitation, and Extension Han-Jia Ye Si-Yang Liu Wei-Lun Chao 34 3 0 24 Feb 2025
In-context learning of evolving data streams with tabular foundational models Afonso Lourenço João Gama Eric P. Xing Goreti Marreiros 48 0 0 24 Feb 2025
Mixture of Attention Yields Accurate Results for Tabular Data Xuechen Li Yupeng Li Jian Liu Xiaolin Jin Tian Yang Xin Hu 42 0 0 18 Feb 2025
PMLBmini: A Tabular Classification Benchmark Suite for Data-Scarce Applications Ricardo Knauer Marvin Grimm Erik Rodner LMTD 30 2 0 03 Sep 2024
TALENT: A Tabular Analytics and Learning Toolbox Si-Yang Liu Hao-Run Cai Qi-Le Zhou Han-Jia Ye LMTD 25 4 0 04 Jul 2024
Biomarker based Cancer Classification using an Ensemble with Pre-trained Models Chongmin Lee Jihie Kim 19 0 0 14 Jun 2024
Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning Jaehyun Nam Kyuyoung Kim Seunghyuk Oh Jihoon Tack Jaehyung Kim Jinwoo Shin LMTD 23 9 0 12 Jun 2024
Squeezing Lemons with Hammers: An Evaluation of AutoML and Tabular Deep Learning for Data-Scarce Classification Applications Ricardo Knauer Erik Rodner LMTD 14 3 0 13 May 2024
Hyper-Representations as Generative Models: Sampling Unseen Neural Network Weights Konstantin Schurholt Boris Knyazev Xavier Giró-i-Nieto Damian Borth 42 38 0 29 Sep 2022
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 81 576 0 13 Mar 2020
Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data Sergei Popov S. Morozov Artem Babenko LMTD 80 290 0 13 Sep 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 234 11,568 0 09 Mar 2017