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Binary Classification

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Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1281–1290 of 2574 papers

Title	Date	Tasks	Status	Hype	Score
On statistical learning via the lens of compression	Oct 12, 2016	Binary ClassificationLearning Theory	—Unverified	0	0
On support vector machines under a multiple-cost scenario	Dec 22, 2023	Binary ClassificationMedical Diagnosis	—Unverified	0	0
On the Bayes-optimality of F-measure maximizers	Oct 17, 2013	Binary ClassificationGeneral Classification	—Unverified	0	0
On the Calibration of Nested Dichotomies for Large Multiclass Tasks	Sep 8, 2018	Binary ClassificationGeneral Classification	—Unverified	0	0
On the complexity of PAC learning in Hilbert spaces	Mar 3, 2023	Binary ClassificationClassification	—Unverified	0	0
On the Consistency of Ordinal Regression Methods	Aug 11, 2014	Binary ClassificationGeneral Classification	—Unverified	0	0
On the Development of Binary Classification Algorithm Based on Principles of Geometry and Statistical Inference	Mar 3, 2025	Binary ClassificationPosition	—Unverified	0	0
On the Direction of Discrimination: An Information-Theoretic Analysis of Disparate Impact in Machine Learning	Jan 16, 2018	AttributeBIG-bench Machine Learning	—Unverified	0	0
On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias	May 18, 2022	Binary Classification	—Unverified	0	0
On the Efficiency of Subclass Knowledge Distillation in Classification Tasks	Sep 12, 2021	Binary ClassificationClassification	—Unverified	0	0

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All datasets fake kickstarter Glyphnet Dataset TII-SSRC-23

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Trompt + OpenAI embedding	AUROC	0.98	—	Unverified
2	LightGBM + OpenAI embedding	AUROC	0.97	—	Unverified
3	FTTransformer + RoBERTa fintune	AUROC	0.96	—	Unverified
4	LightGBM + RoBERTa embedding	AUROC	0.95	—	Unverified
5	FTTransformer + RoBERTa embedding	AUROC	0.94	—	Unverified
6	ResNet + RoBERTa embedding	AUROC	0.93	—	Unverified
7	ResNet + OpenAI embedding	AUROC	0.92	—	Unverified
8	FTTransformer + OpenAI embedding	AUROC	0.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Trompt + OpenAI embedding	AUROC	0.81	—	Unverified
2	Multimodal-Net All-Text	AUROC	0.8	—	Unverified
3	ResNet + RoBERTa finetune	AUROC	0.79	—	Unverified
4	LightGBM + RoBERTa embedding	AUROC	0.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Attention based CNN	F1 score	0.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost	F1-Score	98.79	—	Unverified