SOTAVerified

General Classification

Algorithms trying to solve the general task of classification.

Papers

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Showing 1–50 of 14581 papers

TitleStatusHype
Specialized text classification: an approach to classifying Open Banking transactions—0
Universal Training of Neural Networks to Achieve Bayes Optimal Classification Accuracy—0
Revisiting MLLMs: An In-Depth Analysis of Image Classification Abilities—0
Using Instruction-Tuned Large Language Models to Identify Indicators of Vulnerability in Police Incident NarrativesCode0
Ramsey Theorems for Trees and a General 'Private Learning Implies Online Learning' Theorem—0
Cross-Block Fine-Grained Semantic Cascade for Skeleton-Based Sports Action Recognition—0
DiffuseMix: Label-Preserving Data Augmentation with Diffusion Models—0
Large Stepsize Gradient Descent for Logistic Loss: Non-Monotonicity of the Loss Improves Optimization Efficiency—0
Facial Beauty Analysis Using Distribution Prediction and CNN EnsemblesCode0
Improving performance of heart rate time series classification by grouping subjects—0
Explainable and Accurate Natural Language Understanding for Voice Assistants and Beyond—0
Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained DevicesCode1
STRAPPER: Preference-based Reinforcement Learning via Self-training Augmentation and Peer RegularizationCode1
Unlocking the Use of Raw Multispectral Earth Observation Imagery for Onboard Artificial IntelligenceCode1
CEIL: A General Classification-Enhanced Iterative Learning Framework for Text Clustering—0
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue DistributionCode1
Continuous Indeterminate Probability Neural NetworkCode0
Video traffic identification with novel feature extraction and selection method—0
Active Learning and Bayesian Optimization: a Unified Perspective to Learn with a Goal—0
Sparsity based morphological identification of heartbeats—0
Fair and Optimal Classification via Post-ProcessingCode1
Hierarchical classification at multiple operating pointsCode1
Association Graph Learning for Multi-Task Classification with Category ShiftsCode1
Detecting Label Errors in Token Classification DataCode0
SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained ModelsCode1
Explainable Abuse Detection as Intent Classification and Slot FillingCode0
A kernel-based quantum random forest for improved classificationCode1
Learning Temporal Resolution in Spectrogram for Audio ClassificationCode1
Domain Adaptation for Question Answering via Question ClassificationCode0
Supervised Dimensionality Reduction and Image Classification Utilizing Convolutional AutoencodersCode1
Semi-supervised classification using a supervised autoencoder for biomedical applicationsCode0
Stop&Hop: Early Classification of Irregular Time SeriesCode1
Autism spectrum disorder classification based on interpersonal neural synchrony: Can classification be improved by dyadic neural biomarkers using unsupervised graph representation learning?Code0
Toward Interpretable Sleep Stage Classification Using Cross-Modal TransformersCode1
Acceleration of Subspace Learning Machine via Particle Swarm Optimization and Parallel Processing—0
Visual Localization via Few-Shot Scene Region ClassificationCode1
On the Limitations of Continual Learning for Malware ClassificationCode1
USB: A Unified Semi-supervised Learning Benchmark for ClassificationCode3
Scalable Quantum Neural Networks for ClassificationCode1
PyABSA: A Modularized Framework for Reproducible Aspect-based Sentiment AnalysisCode3
Inductive and Transductive Few-Shot Video Classification via Appearance and Temporal AlignmentsCode1
Large Scale Radio Frequency Signal ClassificationCode2
Visual Knowledge TracingCode1
Contributions of Shape, Texture, and Color in Visual RecognitionCode1
Semi-Supervised Temporal Action Detection with Proposal-Free MaskingCode1
A Data-Efficient Deep Learning Framework for Segmentation and Classification of Histopathology ImagesCode0
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a SecondCode5
RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid NetworkCode1
Protoformer: Embedding Prototypes for TransformersCode1
Truly Unordered Probabilistic Rule Sets for Multi-class ClassificationCode0
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All datasetsXORirisActivityFashion-MNISTISOLETMice ProteinMNISTWine

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1KNNAccuracy93.1—Unverified
2RFAccuracy92.96—Unverified
3CARTAccuracy92.82—Unverified
4LDAAccuracy77.22—Unverified
#ModelMetricClaimedVerifiedStatus
1MONT3Accuracy100—Unverified
2XBNETAccuracy100—Unverified
#ModelMetricClaimedVerifiedStatus
1CAEAccuracy42—Unverified
#ModelMetricClaimedVerifiedStatus
1CAEAccuracy67.7—Unverified
#ModelMetricClaimedVerifiedStatus
1CAEAccuracy68.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CAEAccuracy13.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CAEAccuracy90.6—Unverified
#ModelMetricClaimedVerifiedStatus
1MONT3Accuracy100—Unverified