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 101–125 of 265 papers

TitleStatusHype
From Recognition to Prediction: Leveraging Sequence Reasoning for Action AnticipationCode0
Large Language Model Enabled Semantic Communication Systems—0
Learning Unsupervised Gaze Representation via Eye Mask Driven Information Bottleneck—0
ExPLoRA: Parameter-Efficient Extended Pre-Training to Adapt Vision Transformers under Domain Shifts—0
An Investigation of Noise Robustness for Flow-Matching-Based Zero-Shot TTS—0
Unsupervised Pre-training with Language-Vision Prompts for Low-Data Instance SegmentationCode0
Self-Supervised Modality-Agnostic Pre-Training of Swin TransformersCode0
Decoupling Exploration and Exploitation for Unsupervised Pre-training with Successor FeaturesCode0
DPER: Diffusion Prior Driven Neural Representation for Limited Angle and Sparse View CT Reconstruction—0
VietMed: A Dataset and Benchmark for Automatic Speech Recognition of Vietnamese in the Medical DomainCode0
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition—0
BID: Boundary-Interior Decoding for Unsupervised Temporal Action Localization Pre-Trainin—0
On the Generalization Ability of Unsupervised Pretraining—0
Attention-Guided Masked Autoencoders For Learning Image Representations—0
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion—0
CochCeps-Augment: A Novel Self-Supervised Contrastive Learning Using Cochlear Cepstrum-based Masking for Speech Emotion RecognitionCode0
MLIP: Enhancing Medical Visual Representation with Divergence Encoder and Knowledge-guided Contrastive Learning—0
Unsupervised Pre-Training for 3D Leaf Instance Segmentation—0
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs—0
Unsupervised Pre-Training Using Masked Autoencoders for ECG Analysis—0
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification—0
Automated clinical coding using off-the-shelf large language models—0
CUPre: Cross-domain Unsupervised Pre-training for Few-Shot Cell Segmentation—0
Pre-Training and Fine-Tuning Generative Flow Networks—0
Classifying Whole Slide Images: What Matters?—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