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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
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second	Jul 5, 2022	AutoMLBayesian Inference	CodeCode Available	5
RegNet: Self-Regulated Network for Image Classification	Jan 3, 2021	ClassificationGeneral Classification	CodeCode Available	4
XGBoost: A Scalable Tree Boosting System	Mar 9, 2016	BIG-bench Machine LearningClustering	CodeCode Available	4
USB: A Unified Semi-supervised Learning Benchmark for Classification	Aug 12, 2022	General ClassificationGPU	CodeCode Available	3
PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment Analysis	Aug 2, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	3
GLM: General Language Model Pretraining with Autoregressive Blank Infilling	Mar 18, 2021	Abstractive Text SummarizationClassification	CodeCode Available	3
Is deep learning necessary for simple classification tasks?	Jun 11, 2020	AutoMLBinary Classification	CodeCode Available	3
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection	Jun 8, 2020	Dense Object DetectionGeneral Classification	CodeCode Available	3
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes	May 10, 2020	Binary ClassificationClassification	CodeCode Available	3
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels	Oct 29, 2019	General ClassificationTime Series	CodeCode Available	3

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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