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TS-TCC
[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"AttnSleep
[TNSRE 2021] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"AdaTime
[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series DataCA-TCC
[TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classificationsleep-stage-classification-papers
This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I classified them generally according to the proposed technique.TSLANet
[ICML 2024] A novel, efficient approach combining convolutional operations with adaptive spectral analysis as a foundation model for different time series taskseval_ssl_ssc
[TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive EvaluationADAST
[IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"sleep-stages-classification-papers
This repo contains a list of papers for sleep stage classification using deep learning based techniques starting from 2017-afterwards. I classified them generally according to the proposed technique.CoTMix
[TAI 2023] Contrastive Domain Adaptation for Time-Series via Temporal MixupECGTransForm
[Biomedical Signal Processing and Control] ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional transformersemi-supervised_baselines
Self- and Semi-supervised learning baselines. Used in CA-TCC paper.Love Open Source and this site? Check out how you can help us