MLSP-P55.1

PhaseFormer: Capturing Cross-Channel Phase and Trend Dynamics for Time Series Forecasting

yilong zhang, yongbang peng, haohao sun, haixia wang, dongdong zhao, yuanjie dang, ronghua liang, peng chen, Zhejiang university of technology, China

Session:
MLSP-P55: Deep Learning for Time Series Analysis II Poster

Track:
Machine Learning for Signal Processing [ML]

Location:
Poster Area 6

Presentation Time:
Thu, 7 May, 14:00 - 16:00

Presentation
Discussion
Resources
No resources available.
Session MLSP-P55
MLSP-P55.1: PhaseFormer: Capturing Cross-Channel Phase and Trend Dynamics for Time Series Forecasting
yilong zhang, yongbang peng, haohao sun, haixia wang, dongdong zhao, yuanjie dang, ronghua liang, peng chen, Zhejiang university of technology, China
MLSP-P55.2: FROM ECG SIGNALS TO DIAGNOSTIC REPORTS: A UNIFIED FRAMEWORK WITH MULTIMODAL ENCODER AND FINE-TUNED LLM FOR AUTOMATED REPORT GENERATION
Shuang Wang, Zhenlong Pang, Shirui Wang, Xinzhu Xu, Northeastern University, China
MLSP-P55.3: FAITH: ENHANCING TIME SERIES FORECASTING WITH FREQUENCY-BASED ADAPTIVE INPUT HORIZON
Runkai Chen, Yuedi Chen, Xiaopeng Guo, Yanze Wang, Tianyi Sun, Jun Sun, Peking University, China
MLSP-P55.4: Frequency-Aware Dynamic Graph Learning via Pseudo-Spectral Decomposition for Metro Flow Forecasting
Yanzhe Xie, Tuohang Li, Heng Wang, Yujun Ge, Li Huang, Qiang Gao, Southwestern University of Finance and Economics, China
MLSP-P55.5: SDGF: Fusing Static and Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting
Shaoxun Wang, Xingjun Zhang, Qianyang Li, Jiawei Cao, Zhendong Tan, Xi'an Jiaotong University, China
MLSP-P55.6: DUAL CORRELATION ADAPTIVE HIERARCHICAL SPATIO-TEMPORAL TRANSFORMER FOR STOCK PRICE FORECASTING
Shurui Wang, Wenbo Yan, Ying Tan, Peking University, China
MLSP-P55.7: A JOINT SPATIAL TIME-FREQUENCY ATTENTION FOR LEAKAGE DETECTION IN WATER DISTRIBUTION NETWORKS
Juan Luo, Hunan University, China; Yuhang Yang, Hunan Zhiyuan Information Technology Co., Ltd., China; Jielong Yang, Jiangnan University, China; Xionghu Zhong, Hunan University, China
MLSP-P55.8: Shapley Features for Robust Signal Prediction in Tactile Internet
Mohammad Ali Vahedifar, Qi Zhang, Aarhus University, Denmark
MLSP-P55.9: ANOMALY-AWARE ASSOCIATION DISCREPANCY FOR TEMPORAL ANOMALY DETECTION
Feijiang Li, Xiaojian He, Jieting Wang, Xuerong Zhao, Shanxi University, China
MLSP-P55.10: FCR: MULTI-VIEW COMPOSITIONAL RETRIEVAL FOR TIME SERIES FORECASTING WITH LARGE LANGUAGE MODELS
Yihang Hui, Meijun Sun, Haoyu Wang, Zheng Wang, College of Intelligence and Computing, Tianjin University, Tianjin, China, China; Ning Shi, Yunbin Ma, PipeChina Institute of Science and Technology, China, China; Qinghua Hu, College of Intelligence and Computing, Tianjin University, Tianjin, China, China
Contacts