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• When Model Meets New Normals: Test-Time Adaptation for Unsupervised Time-Series Anomaly Detection

  Dongmin Kim, Sunghyun Park, Jaegul Choo

  13113-13121

  2024-03-24

• IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers

  Jingge Xiao, Leonie Basso, Wolfgang Nejdl, Niloy Ganguly, Sandipan Sikdar

  16023-16031

  2024-03-24

• Second Order Techniques for Learning Time-series with Structural Breaks

  Takayuki Osogami

  9259-9267

  2021-05-18

• VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting

  Junhyeok Kang, Yooju Shin, Jae-Gil Lee

  17742-17749

  2025-04-11

• STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting

  Haoyi Jia

  22238-22246

  2026-03-14

• Unsupervised Detection of Music Boundaries by Time Series Structure Features

  Joan Serrà, Meinard Müller, Peter Grosche, Josep Lluis Arcos

  1613-1619

  2021-09-20

• Enhancing Machine Learning Classification for Electrical Time Series Applications

  Mark Valovage

  2018-04-29

• On the Disruptive Effectiveness of Automated Planning for LTLf-Based Trace Alignment

  Giuseppe De Giacomo, Fabrizio Maria Maggi, Andrea Marrella, Fabio Patrizi

  2017-02-12

• Ensemble Semi-supervised Entity Alignment via Cycle-Teaching

  Kexuan Xin, Zequn Sun, Wen Hua, Bing Liu, Wei Hu, Jianfeng Qu, Xiaofang Zhou

  4281-4289

  2022-06-28

• SenticNet 5: Discovering Conceptual Primitives for Sentiment Analysis by Means of Context Embeddings

  Erik Cambria, Soujanya Poria, Devamanyu Hazarika, Kenneth Kwok

  2018-04-25

• GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations

  Nisal Ranasinghe, Damith Senanayake, Sachith Seneviratne, Malin Premaratne, Saman Halgamuge

  14776-14784

  2024-03-24

• State-Derivative-Aware Neural Controlled Differential Equations for Multivariate Time Series Anomaly Detection and Diagnosis

  Xin Sun, Heng Zhou, Yuhao Wu, Chao Li

  25727-25735

  2026-03-14

• Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting

  Yuhan Wu, Xiyu Meng, Huajin Hu, Junru Zhang, Yabo Dong, Dongming Lu

  21599-21607

  2025-04-11

• Harnessing Vision-Language Models for Time Series Anomaly Detection

  Zelin He, Sarah Alnegheimish, Matthew Reimherr

  21690-21698

  2026-03-14

• Supervised Contrastive Few-Shot Learning for High-Frequency Time Series

  Xi Chen, Cheng Ge, Ming Wang, Jin Wang

  7069-7077

  2023-06-26

• Scalable Spatiotemporal Graph Neural Networks

  Andrea Cini, Ivan Marisca, Filippo Maria Bianchi, Cesare Alippi

  7218-7226

  2023-06-26

• TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents

  Geon Lee, Wenchao Yu, Kijung Shin, Wei Cheng, Haifeng Chen

  18082-18090

  2025-04-11

• Motif-aware Graph Neural Networks for Networked Time Series Imputation

  Nourhan Ahmed, Vijaya Krishna Yalavarthi, Lars Schmidt-Thieme

  11409-11417

  2025-04-11

• EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification

  Xueyi Zhou, Zhenyu Li, Dong-Kyu Chae

  16531-16539

  2026-03-14

• R-Tuning: Wavelet-Decomposed Replay and Semantic Alignment for Continual Adaptation of Pretrained Time-Series Models

  Tianyi Yin, Jingwei Wang, Chenze Wang, Han Wang, Jiexuan Cai, Min Liu, Yunlong Ma, Kun Gao, Yuting Song, Weiming Shen

  27870-27878

  2026-03-14

• Temporal Dependencies and Spatio-Temporal Patterns of Time Series Models

  Md. Khairul Islam

  23391-23392

  2024-03-24

• On the Transferability of Pre-trained Language Models: A Study from Artificial Datasets

  Cheng-Han Chiang, Hung-yi Lee

  10518-10525

  2022-06-28

• Kronos: A Foundation Model for the Language of Financial Markets

  Yu Shi, Zongliang Fu, Shuo Chen, Bohan Zhao, Wei Xu, Changshui Zhang, Jian Li

  25366-25373

  2026-03-14

• Sub-Merge: Diving Down to the Attribute-Value Level in Statistical Schema Matching

  Zhe Lim, Benjamin Rubinstein

  2015-02-18

• Pre-Trained Multi-View Word Embedding Using Two-Side Neural Network

  Yong Luo, Jian Tang, Jun Yan, Chao Xu, Zheng Chen

  2014-06-21