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Binary Classification

Papers

Showing 150 of 2574 papers

TitleStatusHype
Better than classical? The subtle art of benchmarking quantum machine learning modelsCode7
Speech Segmentation Optimization using Segmented Bilingual Speech Corpus for End-to-end Speech TranslationCode4
PyTorch Frame: A Modular Framework for Multi-Modal Tabular LearningCode4
GuardT2I: Defending Text-to-Image Models from Adversarial PromptsCode3
The Hateful Memes Challenge: Detecting Hate Speech in Multimodal MemesCode3
UCF: Uncovering Common Features for Generalizable Deepfake DetectionCode3
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Is deep learning necessary for simple classification tasks?Code3
Benchmarking Multimodal AutoML for Tabular Data with Text FieldsCode3
Common Sense Reasoning for Deepfake DetectionCode3
GlyphNet: Homoglyph domains dataset and detection using attention-based Convolutional Neural NetworksCode3
Detecting and Grounding Multi-Modal Media Manipulation and BeyondCode2
Detecting and Grounding Multi-Modal Media ManipulationCode2
LTNtorch: PyTorch Implementation of Logic Tensor NetworksCode2
VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly DetectionCode2
Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face DetectorCode2
SpecDETR: A Transformer-based Hyperspectral Point Object Detection NetworkCode2
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future DirectionsCode2
Maintaining Plasticity in Deep Continual LearningCode2
Split-and-Fit: Learning B-Reps via Structure-Aware Voronoi PartitioningCode2
Understanding the Ranking Loss for Recommendation with Sparse User FeedbackCode2
DeDoDe: Detect, Don't Describe -- Describe, Don't Detect for Local Feature MatchingCode2
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive LearningCode2
DeepDTA: Deep Drug-Target Binding Affinity PredictionCode2
AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scansCode2
Detect Everything with Few ExamplesCode2
FakeBench: Probing Explainable Fake Image Detection via Large Multimodal ModelsCode2
Counterfactual Zero-Shot and Open-Set Visual RecognitionCode1
An Empirical Evaluation of End-to-End Polyphonic Optical Music RecognitionCode1
Viral Pneumonia Screening on Chest X-ray Images Using Confidence-Aware Anomaly DetectionCode1
Constructing long-short stock portfolio with a new listwise learn-to-rank algorithmCode1
Constrained Optimization to Train Neural Networks on Critical and Under-Represented ClassesCode1
Self-supervised Spatial Reasoning on Multi-View Line DrawingsCode1
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
Alleviating Structural Distribution Shift in Graph Anomaly DetectionCode1
Rank consistent ordinal regression for neural networks with application to age estimationCode1
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image ClassificationCode1
Achieving robustness in classification using optimal transport with hinge regularizationCode1
An Algorithm for Learning Smaller Representations of Models With Scarce DataCode1
Clinical Relation Extraction Using Transformer-based ModelsCode1
ConspEmoLLM: Conspiracy Theory Detection Using an Emotion-Based Large Language ModelCode1
Bridging Cross-task Protocol Inconsistency for Distillation in Dense Object DetectionCode1
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
BusterX: MLLM-Powered AI-Generated Video Forgery Detection and ExplanationCode1
ACFD: Asymmetric Cartoon Face DetectorCode1
Aerial Imagery Pile burn detection using Deep Learning: the FLAME datasetCode1
Boolformer: Symbolic Regression of Logic Functions with TransformersCode1
AGILE3D: Attention Guided Interactive Multi-object 3D SegmentationCode1
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera SensorsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.98Unverified
2LightGBM + OpenAI embeddingAUROC0.97Unverified
3FTTransformer + RoBERTa fintuneAUROC0.96Unverified
4LightGBM + RoBERTa embeddingAUROC0.95Unverified
5FTTransformer + RoBERTa embeddingAUROC0.94Unverified
6ResNet + RoBERTa embeddingAUROC0.93Unverified
7ResNet + OpenAI embeddingAUROC0.92Unverified
8FTTransformer + OpenAI embeddingAUROC0.91Unverified
#ModelMetricClaimedVerifiedStatus
1Trompt + OpenAI embeddingAUROC0.81Unverified
2Multimodal-Net All-TextAUROC0.8Unverified
3ResNet + RoBERTa finetuneAUROC0.79Unverified
4LightGBM + RoBERTa embeddingAUROC0.77Unverified
#ModelMetricClaimedVerifiedStatus
1Attention based CNNF1 score0.93Unverified
#ModelMetricClaimedVerifiedStatus
1XGBoostF1-Score98.79Unverified