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time series representation

10 papers

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Co-occurring keywords · papers mentioning both

self-supervised learning (6) contrastive learning (6) representation learning (4) time series representation learning (2) time series forecasting (2) time series classification (2) anomaly detection (2) unsupervised learning (2) time series analysis (2) medical event time prediction (1)

Papers

Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning AAAI 2025 MERIT: Multi-Agent Collaboration for Unsupervised Time Series Representation Learning ACL 2025 An NCDE-based Framework for Universal Representation Learning of Time Series IJCAI 2024 Denoising-Aware Contrastive Learning for Noisy Time Series IJCAI 2024 Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NeurIPS 2024 SpecAR-Net: Spectrogram Analysis and Representation Network for Time Series IJCAI 2024 TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning AAAI 2024 Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach ICLR 2024 Cumulative Stay-time Representation for Electronic Health Records in Medical Event Time Prediction IJCAI 2022 TS2Vec: Towards Universal Representation of Time Series AAAI 2022