"time series representation" Papers

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Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections

Berken Utku Demirel, Christian Holz

NEURIPS 2025oralarXiv:2510.22655

Synthetic Series-Symbol Data Generation for Time Series Foundation Models

Wenxuan Wang, Kai Wu, yujian li et al.

NEURIPS 2025arXiv:2510.08445

MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series

Jufang Duan, Wei Zheng, Yangzhou Du et al.

Soft Contrastive Learning for Time Series

Seunghan Lee, Taeyoung Park, Kibok Lee

ICLR 2024oralarXiv:2312.16424