Poster "multivariate time series" Papers

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CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching

Xingjian Wu, Xiangfei Qiu, Zhengyu Li et al.

ICLR 2025arXiv:2410.12261

Channel Matters: Estimating Channel Influence for Multivariate Time Series

Muyao Wang, Zeke Xie, Bo Chen et al.

NEURIPS 2025arXiv:2408.14763

DejaVid: Encoder-Agnostic Learned Temporal Matching for Video Classification

Darryl Ho, Samuel Madden

CVPR 2025arXiv:2506.12585

Multivariate Time Series Anomaly Detection with Idempotent Reconstruction

Xin Sun, Heng Zhou, Chao Li

PhysDiff: A Physically-Guided Diffusion Model for Multivariate Time Series Anomaly Detection

Long Li, Wanghu Chen, Wencheng Zhang et al.

CauDiTS: Causal Disentangled Domain Adaptation of Multivariate Time Series

Junxin Lu, Shiliang Sun

Jacobian Regularizer-based Neural Granger Causality

Wanqi Zhou, Shuanghao Bai, Shujian Yu et al.

ICML 2024arXiv:2405.08779

Log Neural Controlled Differential Equations: The Lie Brackets Make A Difference

Benjamin Walker, Andrew McLeod, Tiexin QIN et al.

ICML 2024arXiv:2402.18512

Unified Training of Universal Time Series Forecasting Transformers

Gerald Woo, Chenghao Liu, Akshat Kumar et al.

ICML 2024arXiv:2402.02592