A comparative study on Self-Supervised Learning for Time Series: Contrastive or Generative?
☆42Sep 19, 2023Updated 2 years ago
Alternatives and similar repositories for SSL_Comparison
Users that are interested in SSL_Comparison are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Series☆39Jul 14, 2024Updated 2 years ago
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆30Oct 26, 2024Updated last year
- Self Supervised Learning for Time Series Using Similarity Distillation☆11Jun 29, 2022Updated 4 years ago
- A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).☆383Apr 28, 2024Updated 2 years ago
- ☆37Jul 5, 2024Updated 2 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- State-of-art Foundational Time-series models☆36Jun 22, 2026Updated 2 months ago
- KDD24 - EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs☆82Oct 13, 2025Updated 10 months ago
- Unsupervised Domain Adaptation of MRI Skull-stripping Trained on Adult Data to Newborns☆12Jan 26, 2026Updated 7 months ago
- [AAAI 2024] XKD: Cross-modal Knowledge Distillation with Domain Alignment for Video Representation Learning.☆15Jul 9, 2024Updated 2 years ago
- Code for our SIGKDD'25 paper BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models.☆26May 26, 2025Updated last year
- ☆274Oct 9, 2023Updated 2 years ago
- Digital Biomarkers for Parkinson's Disease Toolbox.☆17Aug 17, 2026Updated 2 weeks ago
- The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer…☆51Aug 6, 2023Updated 3 years ago
- CARLA: A self-supervised contrastive learning model for time series anomaly detection. Enhances anomaly detection by learning robust repr…☆154Mar 18, 2025Updated last year
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- Large Brain Models with Test Time Training☆40Oct 7, 2025Updated 10 months ago
- ☆10Jun 10, 2023Updated 3 years ago
- ☆22Dec 12, 2024Updated last year
- (ICLR24) A Lie Group Approach to Riemannian Batch Normalization.☆21Mar 2, 2025Updated last year
- ☆19Sep 4, 2023Updated 2 years ago
- ☆136Mar 4, 2026Updated 5 months ago
- Python library to convert EEG datasets to a BIDS compatible dataset☆17Apr 10, 2026Updated 4 months ago
- "Self-Supervised Contrastive Learning for Long-term Forecasting", accepted at International Conference on Learning Representations (ICLR)…☆81Mar 28, 2024Updated 2 years ago
- An End-to-end Transformer for Alzheimer's Disease Detection☆22Aug 5, 2025Updated last year
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- The code for paper "A Multi-View Multi-Scale Neural Network for Multi-Label ECG Classification"☆31Nov 23, 2022Updated 3 years ago
- Official repository for TimeDRL: Disentangled Representation Learning for Multivariate Time-Series, accepted at ICDE 2024.☆28Apr 7, 2024Updated 2 years ago
- [NeurIPS 2025] BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals☆75Dec 11, 2025Updated 8 months ago
- Code for our SIGKDD'25 paper Merlin: Multi-View Representation Learning for Robust Multivariate Time Series Forecasting with Unfixed Miss…☆21Jun 17, 2025Updated last year
- The repository provides code implementations and illustrative examples of NeurIPS 2023 paper, Finding Order in Chaos: A Novel Data Augmen…☆37Jan 16, 2026Updated 7 months ago
- ☆17Sep 25, 2025Updated 11 months ago
- Conditional EEG diffusion model☆16Apr 5, 2024Updated 2 years ago
- deep neural network based workflow for noise suppression and signal recovery of real-world LIGO observational data☆16Mar 14, 2024Updated 2 years ago
- ☆18Mar 30, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- DBPM is a simple algorithm designed as a lightweight plug-in without learnable parameters to enhance the performance of time series contr…☆15Mar 8, 2024Updated 2 years ago
- Official implementation of "Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting" (https://arxiv.org/abs/…☆105Apr 22, 2025Updated last year
- [ICDE'2024] Temporal-Frequency Masked Autoencoders for Time Series Anomaly Detection☆40Jul 26, 2024Updated 2 years ago
- PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (Neu…☆137May 17, 2026Updated 3 months ago
- ☆25Jan 5, 2021Updated 5 years ago
- META-EEG: Meta-learning-based Class-relevant EEG Representation Learning for Zero-calibration Brain-computer Interfaces☆28Jul 17, 2024Updated 2 years ago
- Overview of NILM works employing Deep Neural Networks on low frequency data☆14Apr 23, 2021Updated 5 years ago