"time series classification" Papers

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Functional Virtual Adversarial Training for Semi-Supervised Time Series Classification

Qingyi Pan, Yicheng Li

NEURIPS 2025oral

Learning under Temporal Label Noise

Sujay Nagaraj, Walter Gerych, Sana Tonekaboni et al.

ICLR 2025oralarXiv:2402.04398
2
citations

MIX: A Multi-view Time-Frequency Interactive Explanation Framework for Time Series Classification

Viet-Hung Tran, Ngoc Phu Doan, Zichi Zhang et al.

NEURIPS 2025

PPT: Patch Order Do Matters In Time Series Pretext Task

Jaeho Kim, Kwangryeol Park, Sukmin Yun et al.

ICLR 2025

CauDiTS: Causal Disentangled Domain Adaptation of Multivariate Time Series

Junxin Lu, Shiliang Sun

ICML 2024

Graph-Aware Contrasting for Multivariate Time-Series Classification

Yucheng Wang, Yuecong Xu, Jianfei Yang et al.

AAAI 2024paperarXiv:2309.05202
33
citations

Operator-Learning-Inspired Modeling of Neural Ordinary Differential Equations

Woojin Cho, Seunghyeon Cho, Hyundong Jin et al.

AAAI 2024paperarXiv:2312.10274
3
citations

Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings

Jihyeon Seong, Jungmin Kim, Jaesik Choi

AAAI 2024paperarXiv:2403.09749
1
citations