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Binary Classification

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Showing 1–50 of 2574 papers

TitleStatusHype
Better than classical? The subtle art of benchmarking quantum machine learning modelsCode7
PyTorch Frame: A Modular Framework for Multi-Modal Tabular LearningCode4
Speech Segmentation Optimization using Segmented Bilingual Speech Corpus for End-to-end Speech TranslationCode4
GuardT2I: Defending Text-to-Image Models from Adversarial PromptsCode3
Benchmarking Multimodal AutoML for Tabular Data with Text FieldsCode3
GlyphNet: Homoglyph domains dataset and detection using attention-based Convolutional Neural NetworksCode3
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Is deep learning necessary for simple classification tasks?Code3
Common Sense Reasoning for Deepfake DetectionCode3
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal MemesCode3
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive LearningCode2
Detecting and Grounding Multi-Modal Media Manipulation and BeyondCode2
Maintaining Plasticity in Deep Continual LearningCode2
Understanding the Ranking Loss for Recommendation with Sparse User FeedbackCode2
Split-and-Fit: Learning B-Reps via Structure-Aware Voronoi PartitioningCode2
SpecDETR: A Transformer-based Hyperspectral Point Object Detection NetworkCode2
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsCode2
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly DetectionCode2
DeDoDe: Detect, Don't Describe -- Describe, Don't Detect for Local Feature MatchingCode2
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal ModelsCode2
Detect Everything with Few ExamplesCode2
DeepDTA: Deep Drug-Target Binding Affinity PredictionCode2
Detecting and Grounding Multi-Modal Media ManipulationCode2
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorCode2
Counterfactual Zero-Shot and Open-Set Visual RecognitionCode1
Self-supervised Spatial Reasoning on Multi-View Line DrawingsCode1
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly DetectionCode1
Constrained Optimization to Train Neural Networks on Critical and Under-Represented ClassesCode1
A Comparison Between Invariant and Equivariant Classical and Quantum Graph Neural NetworksCode1
Constructing long-short stock portfolio with a new listwise learn-to-rank algorithmCode1
DALC: the Dutch Abusive Language CorpusCode1
Compatible deep neural network framework with financial time series data, including data preprocessor, neural network model and trading strategyCode1
Rank consistent ordinal regression for neural networks with application to age estimationCode1
Clinical Relation Extraction Using Transformer-based ModelsCode1
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera SensorsCode1
Can I Pour into It? Robot Imagining Open Containability Affordance of Previously Unseen Objects via Physical SimulationsCode1
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image ClassificationCode1
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language ModelCode1
Bicleaner AI: Bicleaner Goes NeuralCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
ACFD: Asymmetric Cartoon Face DetectorCode1
A Closer Look at AUROC and AUPRC under Class ImbalanceCode1
Bi-LORA: A Vision-Language Approach for Synthetic Image DetectionCode1
Beyond AUROC & co. for evaluating out-of-distribution detection performanceCode1
Achieving robustness in classification using optimal transport with hinge regularizationCode1
Category-Wise Fine-Tuning for Image Multi-label Classification with Partial LabelsCode1
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
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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