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Binary Classification

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Showing 851–900 of 2574 papers

TitleStatusHype
Making Binary Classification from Multiple Unlabeled Datasets Almost Free of Supervision—0
Strokes2Surface: Recovering Curve Networks From 4D Architectural Design SketchesCode0
DACCORD : un jeu de données pour la Détection Automatique d'énonCés COntRaDictoires en françaisCode0
Machine-Learning Kronecker Coefficients—0
Binary Classification with Instance and Label Dependent Label Noise—0
Matched Pair Calibration for Ranking Fairness—0
Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables—0
Towards Understanding Clean Generalization and Robust Overfitting in Adversarial Training—0
Streaming algorithms for evaluating noisy judges on unlabeled data -- binary classification—0
Identifying Visible Tissue in Intraoperative Ultrasound Images during Brain Surgery: A Method and Application—0
Boosting the Performance of Transformer Architectures for Semantic Textual Similarity—0
The Risks of Recourse in Binary ClassificationCode0
AGILE3D: Attention Guided Interactive Multi-object 3D SegmentationCode1
Bias Mitigation Methods for Binary Classification Decision-Making Systems: Survey and Recommendations—0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability—0
Attention-Based Methods For Audio Question Answering—0
Representer Point Selection for Explaining Regularized High-dimensional Models—0
LonXplain: Lonesomeness as a Consequence of Mental Disturbance in Reddit Posts—0
AdapterEM: Pre-trained Language Model Adaptation for Generalized Entity Matching using Adapter-tuningCode0
Faster Margin Maximization Rates for Generic and Adversarially Robust Optimization Methods—0
Selective Mixup Helps with Distribution Shifts, But Not (Only) because of Mixup—0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
Evaluating Factual Consistency of Summaries with Large Language ModelsCode0
A study of conceptual language similarity: comparison and evaluation—0
Learning to Estimate: A Real-Time Online Learning Framework for MIMO-OFDM Channel Estimation—0
Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model—0
Relabeling Minimal Training Subset to Flip a PredictionCode0
Three-way Imbalanced Learning based on Fuzzy Twin SVM—0
Pre-training Tensor-Train Networks Facilitates Machine Learning with Variational Quantum Circuits—0
The Adversarial Consistency of Surrogate Risks for Binary Classification—0
Outage Performance and Novel Loss Function for an ML-Assisted Resource Allocation: An Exact Analytical FrameworkCode0
Automatic learning algorithm selection for classification via convolutional neural networks—0
Label Smoothing is Robustification against Model Misspecification—0
Pearson-Matthews correlation coefficients for binary and multinary classification and hypothesis testing—0
Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Tasks—0
Vulnerability Detection Using Two-Stage Deep Learning Models—0
Understanding Noise-Augmented Training for Randomized SmoothingCode0
A LSTM and Cost-Sensitive Learning-Based Real-Time Warning for Civil Aviation Over-limit—0
Reconstructing Training Data from Multiclass Neural Networks—0
GradTree: Learning Axis-Aligned Decision Trees with Gradient DescentCode1
Curating corpora with classifiers: A case study of clean energy sentiment online—0
An Adaptive Algorithm for Learning with Unknown Distribution Drift—0
Glitch in the Matrix: A Large Scale Benchmark for Content Driven Audio-Visual Forgery Detection and LocalizationCode1
Estimating the Density Ratio between Distributions with High Discrepancy using Multinomial Logistic Regression—0
On the existence of solutions to adversarial training in multiclass classification—0
Patient Independent Interictal Epileptiform Discharge Detection—0
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
Vision-based Estimation of Fatigue and Engagement in Cognitive Training SessionsCode0
Universal Adversarial Backdoor Attacks to Fool Vertical Federated Learning in Cloud-Edge Collaboration—0
STNet: Spatial and Temporal feature fusion network for change detection in remote sensing images—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