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Binary Classification

Papers

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Showing 1951–2000 of 2574 papers

TitleStatusHype
Receiver operating characteristic (ROC) movies, universal ROC (UROC) curves, and coefficient of predictive ability (CPA)Code0
Tropical Polynomial Division and Neural Networks—0
Distributed estimation of principal support vector machines for sufficient dimension reduction—0
Data Augmentation Using Adversarial Training for Construction-Equipment Classification—0
Network Intrusion Detection based on LSTM and Feature Embedding—0
PAC learning with stable and private predictions—0
Spotting insects from satellites: modeling the presence of Culicoides imicola through Deep CNNs—0
Investigating Active Learning and Meta-Learning for Iterative Peptide Design—0
Towards non-toxic landscapes: Automatic toxic comment detection using DNN—0
Attribute noise robust binary classification—0
An "outside the box" solution for imbalanced data classification—0
Selective sampling for accelerating training of deep neural networksCode0
Streaming Bayesian Inference for Crowdsourced Classification—0
Exponential Convergence Rates of Classification Errors on Learning with SGD and Random Features—0
Decoding Imagined Speech and Computer Control using Brain Waves—0
Unimodal-uniform Constrained Wasserstein Training for Medical Diagnosis—0
Divisive Language and Propaganda Detection using Multi-head Attention Transformers with Deep Learning BERT-based Language Models for Binary Classification—0
A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning—0
Training Set Effect on Super Resolution for Automated Target Recognition—0
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibrationCode0
Learning Domain Invariant Representations for Child-Adult Classification from Speech—0
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding—0
Findings of the NLP4IF-2019 Shared Task on Fine-Grained Propaganda Detection—0
Data classification by quantum radial basis function networks—0
Fast and Furious Convergence: Stochastic Second Order Methods under InterpolationCode0
Accelerometer-Based Gait Segmentation: Simultaneously User and Adversary Identification—0
Learning from Multiple Corrupted Sources, with Application to Learning from Label Proportions—0
Predicting popularity of EV charging infrastructure from GIS data—0
Pay Attention: Leveraging Sequence Models to Predict the Useful Life of Batteries—0
On the Detection of Digital Face ManipulationCode1
Ward2ICU: A Vital Signs Dataset of Inpatients from the General WardCode0
Reconsidering Analytical Variational Bounds for Output Layers of Deep Networks—0
A Machine Learning framework for Sleeping Cell Detection in a Smart-city IoT Telecommunications Infrastructure—0
Image Aesthetic Assessment Based on Pairwise Comparison A Unified Approach to Score Regression, Binary Classification, and Personalization—0
Tutorial on Implied Posterior Probability for SVMs—0
GLA-Net: An Attention Network with Guided Loss for Mismatch Removal—0
Genetic Programming and Gradient Descent: A Memetic Approach to Binary Image ClassificationCode0
Classification of Histopathological Biopsy Images Using Ensemble of Deep Learning Networks—0
The Implicit Bias of Depth: How Incremental Learning Drives GeneralizationCode0
How can we generalise learning distributed representations of graphs?—0
Gaussian Conditional Random Fields for Classification—0
Learning with Protection: Rejection of Suspicious Samples under Adversarial Environment—0
Certified Robustness to Adversarial Label-Flipping Attacks via Randomized Smoothing—0
Single Class Universum-SVM—0
Discovering Differential Features: Adversarial Learning for Information Credibility Evaluation—0
ChOracle: A Unified Statistical Framework for Churn Prediction—0
A Note on Posterior Probability Estimation for Classifiers—0
Aggregated Hold-Out—0
Parallel Sentence Retrieval From Comparable Corpora for Biomedical Text Simplification—0
A Classification-Based Approach to Cognate Detection Combining Orthographic and Semantic Similarity Information—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98—Unverified
2LightGBM + OpenAI embeddingAUROC0.97—Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96—Unverified
4LightGBM + RoBERTa embeddingAUROC0.95—Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94—Unverified
6ResNet + RoBERTa embeddingAUROC0.93—Unverified
7ResNet + OpenAI embeddingAUROC0.92—Unverified
8FTTransformer + OpenAI embeddingAUROC0.91—Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81—Unverified
2Multimodal-Net All-TextAUROC0.8—Unverified
3ResNet + RoBERTa finetuneAUROC0.79—Unverified
4LightGBM + RoBERTa embeddingAUROC0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79—Unverified