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• Nonlinear Dynamic Boltzmann Machines for Time-Series Prediction

  Sakyasingha Dasgupta, Takayuki Osogami

  2017-02-13

• FedCross: Intertemporal Federated Learning Under Evolutionary Games

  Jianfeng Lu, Ying Zhang, Riheng Jia, Shuqin Cao, Jing Liu, Hao Fu

  19115-19123

  2025-04-11

• Estimating the Causal Effect from Partially Observed Time Series

  Akane Iseki, Yusuke Mukuta, Yoshitaka Ushiku, Tatsuya Harada

  3919-3926

  2019-07-17

• Grid Pathfinding on the 2k Neighborhoods

  Nicolas Rivera, Carlos Hernández, Jorge Baier

  2017-02-12

• The Multivariate Generalised von Mises Distribution: Inference and Applications

  Alexandre Navarro, Jes Frellsen, Richard Turner

  2017-02-13

• Grad-Align: Gradual Network Alignment via Graph Neural Networks (Student Abstract)

  Jin-Duk Park, Cong Tran, Won-Yong Shin, Xin Cao

  13027-13028

  2022-06-28

• Intra-View and Inter-View Supervised Correlation Analysis for Multi-View Feature Learning

  Xiao-Yuan Jing, Rui-Min Hu, Yang-Ping Zhu, Shan-Shan Wu, Chao Liang, Jing-Yu Yang

  2014-06-21

• TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective

  Lifeng Shen, Xuyang Li, Lele Long

  25304-25311

  2026-03-14

• CUTS+: High-Dimensional Causal Discovery from Irregular Time-Series

  Yuxiao Cheng, Lianglong Li, Tingxiong Xiao, Zongren Li, Jinli Suo, Kunlun He, Qionghai Dai

  11525-11533

  2024-03-24

• Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification

  Xin Qin, Mengna Liu, Wenjie Wang, Shuxin Li, Tianjiao Li, Xiufeng Liu, Xu Cheng

  24945-24953

  2026-03-14

• Energy Efficient Streaming Time Series Classification with Attentive Power Iteration

  Hao Huang, Tapan Shah, Scott Evans, Shinjae Yoo

  12574-12582

  2024-03-24

• Robust and Adaptive AI Models for Medication Usage Forecasting Using ICD-9/10 Code (Student Abstract)

  Jonathan Li

  29404-29406

  2025-04-11

• DEFSI: Deep Learning Based Epidemic Forecasting with Synthetic Information

  Lijing Wang, Jiangzhuo Chen, Madhav Marathe

  9607-9612

  2019-07-17

• Neural Architecture and Hyperparameter Selection Through Meta-Learning on Time Series

  Erfan Moeini, Christopher Vox, Marie Anastacio, Wadie Skaf, Mitra Baratchi, Holger H. Hoos

  24405-24413

  2026-03-14

• Efficient Representation Learning of Satellite Image Time Series and Their Fusion for Spatiotemporal Applications

  Poonam Goyal, Arshveer Kaur, Arvind Ram, Navneet Goyal

  8436-8444

  2024-03-24

• Improving Day-Ahead Grid Carbon Intensity Forecasting by Joint Modeling of Local-Temporal and Cross-Variable Dependencies Across Different Frequencies

  Bowen Zhang, Hongda Tian, Adam Berry, A. Craig Roussac

  39585-39593

  2026-03-14

• Role Hypergraph Contrastive Learning for Multivariate Time-Series Analysis

  Rundong Xue, Hao Hu, Zhitao Zeng, Xiangmin Han, Zhiqiang Tian, Shaoyi Du, Yue Gao

  27468-27476

  2026-03-14

• TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning

  Jiexi Liu, Songcan Chen

  13918-13926

  2024-03-24

• SimDiff: Simpler Yet Better Diffusion Model for Time Series Point Forecasting

  Hang Ding, Xue Wang, Tian Zhou, Tao Yao

  20781-20789

  2026-03-14

• GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting

  Fan Zhou, Chen Pan, Lintao Ma, Yu Liu, Siqiao Xue, James Zhang, Jun Zhou, Hongyuan Mei, Weitao Lin, Zi Zhuang, Wenxin Ning, Yunhua Hu

  9414-9421

  2024-03-24

• SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training

  Jiaxing Yu, Xinda Wu, Yunfei Xu, Tieyao Zhang, Songruoyao Wu, Le Ma, Kejun Zhang

  25742-25750

  2025-04-11

• Dynamic Semantic Tokenization for Time Series via Elastic Sampling on Physics-aware Perception

  Huaizhang Liao, Zhixiong Yang, Jingyuan Xia, Yuheng Sun, Yue Zhang, Shengxi Li, Yongxiang Liu

  23460-23468

  2026-03-14

• Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting

  Zhixin Liu, Xuanlin Liu, Sihan Xu, Yaqiong Qiao, Ying Zhang, Xiangrui Cai

  23999-24007

  2026-03-14

• Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning

  En Fu, Yanyan Hu

  16639-16647

  2025-04-11

• Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification

  Yudong Han, Haocong Wang, Yupeng Hu, Yongshun Gong, Xuemeng Song, Weili Guan

  17059-17067

  2025-04-11