SOTAVerified

Unsupervised Pre-training

Pre-training a neural network using unsupervised (self-supervised) auxiliary tasks on unlabeled data.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 265 papers

TitleStatusHype
ELECTRIcity: An Efficient Transformer for Non-Intrusive Load MonitoringCode1
CATE: Computation-aware Neural Architecture Encoding with TransformersCode1
FreePoint: Unsupervised Point Cloud Instance SegmentationCode1
Deep Features for CBIR with Scarce Data using Hebbian Learning—0
BID: Boundary-Interior Decoding for Unsupervised Temporal Action Localization Pre-Trainin—0
Deep Discriminative Model for Video Classification—0
Deep Belief Networks Based Feature Generation and Regression for Predicting Wind Power—0
Bi-APC: Bidirectional Autoregressive Predictive Coding for Unsupervised Pre-training and Its Application to Children's ASR—0
An Investigation of Noise Robustness for Flow-Matching-Based Zero-Shot TTS—0
Incomplete Multi-View Multi-label Learning via Disentangled Representation and Label Semantic Embedding—0
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding—0
Incorporating Unlabelled Data into Bayesian Neural Networks—0
Is MixIT Really Unsuitable for Correlated Sources? Exploring MixIT for Unsupervised Pre-training in Music Source Separation—0
CUPre: Cross-domain Unsupervised Pre-training for Few-Shot Cell Segmentation—0
Cross-Domain Training for Goal-Oriented Conversational Agents—0
Beyond Fine-Tuning: Transferring Behavior in Reinforcement Learning—0
Automatic Sexism Detection with Multilingual Transformer Models—0
A Brief Summary of Interactions Between Meta-Learning and Self-Supervised Learning—0
Corruption Is Not All Bad: Incorporating Discourse Structure into Pre-training via Corruption for Essay Scoring—0
Convergence of gradient based pre-training in Denoising autoencoders—0
Automated clinical coding using off-the-shelf large language models—0
Foundation Model for Wireless Technology Recognition Using IQ Timeseries—0
On Architectures and Training for Raw Waveform Feature Extraction in ASR—0
Faster learning of deep stacked autoencoders on multi-core systems using synchronized layer-wise pre-training—0
Author2Vec: A Framework for Generating User Embedding—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
115RDLsAccuracy (%)95—Unverified
29RDLsAccuracy (%)94—Unverified
33 RMDLAccuracy (%)93—Unverified
4CNNAccuracy (%)73—Unverified
5RMDLAccuracy (%)0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1RMDL (30 RDLs)Sensitivity (VEB)90.69—Unverified
2Sensitivity89.1—Unverified
3RMDL 3 RDLsSensitivity0.87—Unverified