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Binary Classification

Papers

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Showing 701–750 of 2574 papers

TitleStatusHype
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
19 Parameters Is All You Need: Tiny Neural Networks for Particle PhysicsCode0
Modality Dropout for Multimodal Device Directed Speech Detection using Verbal and Non-Verbal Features—0
Paraphrase Types for Generation and DetectionCode1
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsCode2
Testing the Consistency of Performance Scores Reported for Binary Classification ProblemsCode1
Detecting and Mitigating Algorithmic Bias in Binary Classification using Causal Modeling—0
Predicting Human Impressions of Robot Performance During Navigation Tasks—0
Topological Expressivity of ReLU Neural Networks—0
Hypergraph Echo State Network—0
Soft ascent-descent as a stable and flexible alternative to floodingCode0
Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation—0
COVID-19 detection using ViT transformer-based approach from Computed Tomography ImagesCode0
Relative intrinsic dimensionality is intrinsic to learning—0
Federated Quantum Machine Learning with Differential Privacy—0
Facial Forgery-based Deepfake Detection using Fine-Grained Features—0
Binary Classification with Confidence Difference—0
Post-hoc Bias Scoring Is Optimal For Fair ClassificationCode0
Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class ImbalanceCode1
Breaking Down Word Semantics from Pre-trained Language Models through Layer-wise Dimension Selection—0
PGraphDTA: Improving Drug Target Interaction Prediction using Protein Language Models and Contact MapsCode0
Integrating Audio-Visual Features for Multimodal Deepfake Detection—0
Accelerated Neural Network Training with Rooted Logistic Objectives—0
Amazon Books Rating prediction & Recommendation Model—0
On the Performance of Multimodal Language Models—0
Reducing Intraspecies and Interspecies Covariate Shift in Traumatic Brain Injury EEG of Humans and Mice Using Transfer Euclidean Alignment—0
Tensor Ring Optimized Quantum-Enhanced Tensor Neural NetworksCode0
Universality of max-margin classifiers—0
Automated Chest X-Ray Report Generator Using Multi-Model Deep Learning ApproachCode0
Efficient Training of One Class Classification-SVMs—0
Class Activation Map-based Weakly supervised Hemorrhage Segmentation using Resnet-LSTM in Non-Contrast Computed Tomography images—0
UPB @ ACTI: Detecting Conspiracies using fine tuned Sentence Transformers—0
Large Language Model Routing with Benchmark Datasets—0
Tile Classification Based Viewport Prediction with Multi-modal Fusion Transformer—0
Can-SAVE: Mass Cancer Risk Prediction via Survival Analysis Variables and EHR—0
On Excess Risk Convergence Rates of Neural Network Classifiers—0
Detecting and Grounding Multi-Modal Media Manipulation and BeyondCode2
Time-Series Forecasting: Unleashing Long-Term Dependencies with Fractionally Differenced Data—0
Detect Everything with Few ExamplesCode2
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
A New Interpretable Neural Network-Based Rule Model for Healthcare Decision Making—0
Des-q: a quantum algorithm to provably speedup retraining of decision trees—0
Neural Network-Based Rule Models With Truth Tables—0
Comparative study of Deep Learning Models for Binary Classification on Combined Pulmonary Chest X-ray Dataset—0
One-Class Knowledge Distillation for Spoofing Speech Detection—0
TII-SSRC-23 Dataset: Typological Exploration of Diverse Traffic Patterns for Intrusion Detection—0
Respiratory Disease Classification and Biometric Analysis Using Biosignals from Digital Stethoscopes—0
On Regularized Sparse Logistic Regression—0
A Novel Supervised Deep Learning Solution to Detect Distributed Denial of Service (DDoS) attacks on Edge Systems using Convolutional Neural Networks (CNN)—0
Outlier Robust Adversarial TrainingCode0
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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