ACM MM 2025于2025年10月27号-31号在爱尔兰都柏林（Dublin, Ireland）举行
本文总结了ACM MM 2025有关时间序列（Time Series）相关文章。如有疏漏，欢迎大家补充。
时间序列Topic：预测，分类，异常检测，医疗时序等
| 1. TimesBERT: A BERT-Style Foundation Model for Time Series Understanding 2. DualSG: A Dual-Stream Explicit Semantic-Guided Multivariate Time Series Forecasting Framework 3. Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality 4. DisMS-TS: Eliminating Redundant Multi-scale Features for Time Series Classification 5. Reading Between the Channels: Knowledge-Augmented Medical Time Series Classification 6. Foresail: LLM Sensor Knowledge Empowered Status-guided Network for Multivariate Time-series Classification 7. Unsupervised Dual-Domain Memory Model for Time Series Anomaly Detection 8. RSFomer: Time Series Transformer for Robust Sports Action Recognition 9. A Comprehensive Benchmark for Electrocardiogram Time-Series |
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1 TimesBERT: A BERT-Style Foundation Model for Time Series Understanding
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3755238++
作者：Haoran Zhang, Yong Liu, Yunzhong Qiu, Haixuan Liu, Zhongyi Pei, Jianmin Wang, Mingsheng Long
关键词：基础模型，预训练，Bert
2 DualSG: A Dual-Stream Explicit Semantic-Guided Multivariate Time Series Forecasting Framework
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3755458++
代码 ：++https://github.com/BenchCouncil/DualSG++
作者：Kuiye Ding, Fanda Fan, Yao Wang, Ruijie Jian, Xiaorui Wang, Luqi Gong, Yishan Jiang, Chunjie Luo, Jianfeng Zhan
关键词：预测，大模型
3 Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3754794++
作者：Mingyang Yu, Xiahui Guo, Peng Chen, Zhenkai Li, Yang Shu
关键词：预测，几何结构
4 DisMS-TS: Eliminating Redundant Multi-scale Features for Time Series Classification
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3754842++
代码 ：++https://github.com/ZhipengLiu75/DisMS-TS++
作者：Zhipeng Liu, Peibo Duan, Binwu Wang, Xuan Tang, Qi Chu, Changsheng Zhang, Yongsheng Huang, Bin Zhang
关键词：分类，特征解耦
5 Reading Between the Channels: Knowledge-Augmented Medical Time Series Classification
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3755824++
作者：Xiaoyan Yuan, Wei Wang, Junxin Chen, Xiping Hu
关键词：医疗时序，医疗文本知识，通道相关性，预训练语言模型
6 Foresail: LLM Sensor Knowledge Empowered Status-guided Network for Multivariate Time-series Classification
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3755806++
代码 ：++https://github.com/weatherjyh/Foresail++
作者：Yuhan Jing, Bo He, Haifeng Sun, Qi Qi, Zirui Zhuang, Lei Zhang, Jianxin Liao, Jing-Yu Wang
关键词：分类，大模型，知识抽取
7 Unsupervised Dual-Domain Memory Model for Time Series Anomaly Detection
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3754892++
作者：Mingle Zhou, Xingli Wang, Jiachen Li, Delong Han, Gang Li
关键词：异常检测，无监督
8 A Comprehensive Benchmark for Electrocardiogram Time-Series
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3754729++
代码 ：++https://github.com/ZhijiangTang/ECG-Benchmark++
作者：Zhijiang Tang, Jiaxin Qi, Yuhua Zheng, Jianqiang Huang
关键词：心电图，benchmark
9 RSFomer: Time Series Transformer for Robust Sports Action Recognition
链接 ：++https://dl.acm.org/doi/10.1145/3746027.3754807++
代码 ：++https://github.com/Limber0117/RSFomer++
作者：Yongan Guo, Zhongyan Zhou, Yuao Wang, Na Zhu, Xuyun Zhang, Hongwang Xiao, Yuan Miao, Bo Li
关键词：人体活动识别
