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Binary Classification

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Showing 1801–1850 of 2574 papers

TitleStatusHype
Deep Networks and the Multiple Manifold Problem—0
Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods—0
Towards adversarial robustness with 01 loss neural networksCode0
On transversality of bent hyperplane arrangements and the topological expressiveness of ReLU neural networksCode0
A New Perspective on Pool-Based Active Classification and False-Discovery Control—0
Negative Confidence-Aware Weakly Supervised Binary Classification for Effective Review Helpfulness Classification—0
Surgical Mask Detection with Convolutional Neural Networks and Data Augmentations on Spectrograms—0
Learning CNN filters from user-drawn image markers for coconut-tree image classification—0
Convolutional Ordinal Regression Forest for Image Ordinal Estimation—0
Measuring Pain in Sickle Cell Disease using Clinical Text—0
A Novel Global Spatial Attention Mechanism in Convolutional Neural Network for Medical Image Classification—0
Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty QuantificationCode0
Dopant Network Processing Units: Towards Efficient Neural-network Emulators with High-capacity Nanoelectronic NodesCode0
Convexifying Sparse Interpolation with Infinitely Wide Neural Networks: An Atomic Norm Approach—0
The Notary in the Haystack -- Countering Class Imbalance in Document Processing with CNNs—0
Degrees of individual and groupwise backward and forward responsibility in extensive-form games with ambiguity, and their application to social choice problems—0
Predictive Value Generalization Bounds—0
Learning to Switch CNNs with Model Agnostic Meta Learning for Fine Precision Visual Servoing—0
Robust Bayesian Classification Using an Optimistic Score RatioCode0
Machine Learning with the Sugeno Integral: The Case of Binary Classification—0
Consistent Structured Prediction with Max-Min Margin Markov NetworksCode0
Efficient computation and analysis of distributional Shapley values—0
Improving Low-Resource Named Entity Recognition using Joint Sentence and Token Labeling—0
An ensemble learning framework based on group decision making—0
Making Use of NXt to Nothing: The Effect of Class Imbalances on DGA Detection Classifiers—0
Information Theoretic Lower Bounds for Feed-Forward Fully-Connected Deep Networks—0
Want to Identify, Extract and Normalize Adverse Drug Reactions in Tweets? Use RoBERTa—0
Predicting Customer Churn in World of Warcraft—0
Digit Image Recognition Using an Ensemble of One-Versus-All Deep Network Classifiers—0
Fast Learning of Graph Neural Networks with Guaranteed Generalizability: One-hidden-layer Case—0
Movie Box office Prediction via Joint Actor Representations and Social Media Sentiment—0
MANTRA: A Machine Learning reference lightcurve dataset for astronomical transient event recognitionCode0
DeepTopPush: Simple and Scalable Method for Accuracy at the Top—0
G2D: Generate to Detect Anomaly—0
COVIDLite: A depth-wise separable deep neural network with white balance and CLAHE for detection of COVID-19—0
Use of in-the-wild images for anomaly detection in face anti-spoofing—0
Analysing Risk of Coronary Heart Disease through Discriminative Neural NetworksCode0
How isotropic kernels perform on simple invariants—0
Signed Graph Metric Learning via Gershgorin Disc Perfect AlignmentCode0
Algebraic Ground Truth Inference: Non-Parametric Estimation of Sample Errors by AI Algorithms—0
Vietnamese Word Segmentation with SVM: Ambiguity Reduction and Suffix CaptureCode0
Pairwise Supervision Can Provably Elicit a Decision Boundary—0
Investigating Robustness of Adversarial Samples Detection for Automatic Speaker Verification—0
Adaptive Gradient Methods Converge Faster with Over-Parameterization (but you should do a line-search)Code0
Binary Classification with Classical Instances and Quantum Labels—0
Scalable Partial Explainability in Neural Networks via Flexible Activation Functions—0
Open-Narrow-Synechiae Anterior Chamber Angle Classification in AS-OCT Sequences—0
A Baseline for Shapley Values in MLPs: from Missingness to NeutralityCode0
A Modified AUC for Training Convolutional Neural Networks: Taking Confidence into Account—0
Unique properties of adversarially trained linear classifiers on Gaussian data—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