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Binary Classification

Papers

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Showing 951–1000 of 2574 papers

TitleStatusHype
SecureFalcon: Are We There Yet in Automated Software Vulnerability Detection with LLMs?—0
DNAGPT: A Generalized Pre-trained Tool for Versatile DNA Sequence Analysis Tasks—0
Decorrelation using Optimal TransportCode0
On the sample complexity of parameter estimation in logistic regression with normal design—0
Policy Contrastive Imitation Learning—0
Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation—0
Universal Rates for Multiclass Learning—0
Online Learning and Solving Infinite Games with an ERM Oracle—0
Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation—0
DisPlacing Objects: Improving Dynamic Vehicle Detection via Visual Place Recognition under Adverse Conditions—0
A Framework for Identifying Depression on Social Media: MentalRiskES@IberLEF 2023Code0
Using Large Language Models to Provide Explanatory Feedback to Human Tutors—0
A Circuit Complexity Formulation of Algorithmic Information Theory—0
Kernel Support Vector Machine Classifiers with the _0-Norm Hinge Loss—0
Dermoscopic Dark Corner Artifacts Removal: Friend or Foe?Code0
The Implicit Bias of Batch Normalization in Linear Models and Two-layer Linear Convolutional Neural Networks—0
A Model-free Closeness-of-influence Test for Features in Supervised Learning—0
Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign?—0
Fairness in Multi-Task Learning via Wasserstein BarycentersCode0
Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty?—0
On Orderings of Probability Vectors and Unsupervised Performance EstimationCode0
Hierarchical confusion matrix for classification performance evaluationCode0
Re-Benchmarking Pool-Based Active Learning for Binary ClassificationCode0
SQL2Circuits: Estimating Metrics for SQL Queries with a Quantum Natural Language Processing Method—0
NoCoLA: The Norwegian Corpus of Linguistic AcceptabilityCode0
Enhancing COVID-19 Diagnosis through Vision Transformer-Based Analysis of Chest X-ray Images—0
Strokes2Surface: Recovering Curve Networks From 4D Architectural Design SketchesCode0
Making Binary Classification from Multiple Unlabeled Datasets Almost Free of Supervision—0
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
Boosting the Performance of Transformer Architectures for Semantic Textual Similarity—0
Identifying Visible Tissue in Intraoperative Ultrasound Images during Brain Surgery: A Method and Application—0
The Risks of Recourse in Binary ClassificationCode0
Hypothesis Transfer Learning with Surrogate Classification Losses: Generalization Bounds through Algorithmic Stability—0
Bias Mitigation Methods for Binary Classification Decision-Making Systems: Survey and Recommendations—0
Representer Point Selection for Explaining Regularized High-dimensional Models—0
Attention-Based Methods For Audio Question Answering—0
AdapterEM: Pre-trained Language Model Adaptation for Generalized Entity Matching using Adapter-tuningCode0
LonXplain: Lonesomeness as a Consequence of Mental Disturbance in Reddit Posts—0
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
Relabeling Minimal Training Subset to Flip a PredictionCode0
Deep Neural Collapse Is Provably Optimal for the Deep Unconstrained Features Model—0
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All datasetsfakekickstarterGlyphnet DatasetTII-SSRC-23

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