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Binary Classification

Papers

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Showing 2151–2200 of 2574 papers

TitleStatusHype
JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot LearningCode0
SoftPQ: Robust Instance Segmentation Evaluation via Soft Matching and Tunable ThresholdsCode0
ECG-Based Electrolyte Prediction: Evaluating Regression and Probabilistic MethodsCode0
Towards adversarial robustness with 01 loss neural networksCode0
Okapi: Generalising Better by Making Statistical Matches MatchCode0
THaMES: An End-to-End Tool for Hallucination Mitigation and Evaluation in Large Language ModelsCode0
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of FeasibilityCode0
Solution Path Algorithm for Twin Multi-class Support Vector MachineCode0
Effect of the output activation function on the probabilities and errors in medical image segmentationCode0
Deep Generative Learning via Variational Gradient FlowCode0
Quantifying the effect of color processing on blood and damaged tissue detection in Whole Slide ImagesCode0
Efficient computation of predictive probabilities in probit models via expectation propagationCode0
AdaNet: Adaptive Structural Learning of Artificial Neural NetworksCode0
Efficient line search for optimizing Area Under the ROC Curve in gradient descentCode0
Keeping up with dynamic attackers: Certifying robustness to adaptive online data poisoningCode0
Kernel-Based Tests for Likelihood-Free Hypothesis TestingCode0
Efficient Policy Learning from Surrogate-Loss Classification ReductionsCode0
Unsupervised Evaluation and Weighted Aggregation of Ranked PredictionsCode0
Active Learning for Non-Parametric Regression Using Purely Random TreesCode0
On Detecting Adversarial PerturbationsCode0
EHRmonize: A Framework for Medical Concept Abstraction from Electronic Health Records using Large Language ModelsCode0
Beyond temperature scaling: Obtaining well-calibrated multi-class probabilities with Dirichlet calibrationCode0
Electrocardiogram-based diagnosis of liver diseases: an externally validated and explainable machine learning approachCode0
Solving the enigma: Deriving optimal explanations of deep networksCode0
Classifier Calibration: with application to threat scores in cybersecurityCode0
The AeroSonicDB (YPAD-0523) Dataset for Acoustic Detection and Classification of AircraftCode0
Embedding Uncertain Knowledge GraphsCode0
UCSL : A Machine Learning Expectation-Maximization framework for Unsupervised Clustering driven by Supervised LearningCode0
A Baseline for Shapley Values in MLPs: from Missingness to NeutralityCode0
Language Representation Models for Fine-Grained Sentiment ClassificationCode0
Empirical Study of Drone Sound Detection in Real-Life Environment with Deep Neural NetworksCode0
Quasi-Newton Methods for Machine Learning: Forget the Past, Just SampleCode0
Large Language Model Enhanced Machine Learning Estimators for ClassificationCode0
Untrimmed Video Classification for Activity Detection: submission to ActivityNet ChallengeCode0
QutNocturnal@HASOC'19: CNN for Hate Speech and Offensive Content Identification in Hindi LanguageCode0
Online Agnostic Multiclass BoostingCode0
The Dutch Draw: Constructing a Universal Baseline for Binary Prediction ModelsCode0
Spatially Supervised Recurrent Convolutional Neural Networks for Visual Object TrackingCode0
Unveiling Large Language Models Generated Texts: A Multi-Level Fine-Grained Detection FrameworkCode0
AnomalyMatch: Discovering Rare Objects of Interest with Semi-supervised and Active LearningCode0
The Effect of Optimal Self-Distillation in Noisy Gaussian Mixture ModelCode0
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibrationCode0
The Effects of Skin Lesion Segmentation on the Performance of Dermatoscopic Image ClassificationCode0
Deep Face Forgery DetectionCode0
Online Multiclass BoostingCode0
DEDPUL: Difference-of-Estimated-Densities-based Positive-Unlabeled LearningCode0
Annotation and Classification of Relevant Clauses in Terms-and-Conditions ContractsCode0
An Interactive Human-Machine Learning Interface for Collecting and Learning from Complex AnnotationsCode0
RealPatch: A Statistical Matching Framework for Model Patching with Real SamplesCode0
On Orderings of Probability Vectors and Unsupervised Performance EstimationCode0
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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