MLSP-P55: Deep Learning for Time Series Analysis II
Poster
Thu, 7 May, 14:00 - 16:00
Location: Poster Area 6
Session Type: Poster
Track: Machine Learning for Signal Processing [ML]
Click the to view the manuscript on IEEE Xplore Open Preview

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