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General Classification

Algorithms trying to solve the general task of classification.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 14581 papers

Title	Date	Tasks	Status	Hype	Score
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second	Jul 5, 2022	AutoMLBayesian Inference	CodeCode Available	5	5
RegNet: Self-Regulated Network for Image Classification	Jan 3, 2021	ClassificationGeneral Classification	CodeCode Available	4	5
XGBoost: A Scalable Tree Boosting System	Mar 9, 2016	BIG-bench Machine LearningClustering	CodeCode Available	4	5
PubMed 200k RCT: a Dataset for Sequential Sentence Classification in Medical Abstracts	Oct 17, 2017	General ClassificationSentence	CodeCode Available	3	5
Bag of Freebies for Training Object Detection Neural Networks	Feb 11, 2019	General Classificationimage-classification	CodeCode Available	3	5
Pre-Training with Whole Word Masking for Chinese BERT	Jun 19, 2019	Document ClassificationGeneral Classification	CodeCode Available	3	5
Is deep learning necessary for simple classification tasks?	Jun 11, 2020	AutoMLBinary Classification	CodeCode Available	3	5
Benchmarking Automatic Machine Learning Frameworks	Aug 17, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3	5
A simple squared-error reformulation for ordinal classification	Dec 2, 2016	ClassificationGeneral Classification	CodeCode Available	3	5
GLM: General Language Model Pretraining with Autoregressive Blank Infilling	Mar 18, 2021	Abstractive Text SummarizationClassification	CodeCode Available	3	5

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All datasets XOR iris Activity Fashion-MNIST ISOLET Mice Protein MNIST Wine

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	KNN	Accuracy	93.1	—	Unverified
2	RF	Accuracy	92.96	—	Unverified
3	CART	Accuracy	92.82	—	Unverified
4	LDA	Accuracy	77.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified
2	XBNET	Accuracy	100	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	67.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	68.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	13.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CAE	Accuracy	90.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MONT3	Accuracy	100	—	Unverified