Paper "time series forecasting" Papers
14 papers found
Conference
Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting
Jingru Fei, Kun Yi, Wei Fan et al.
AAAI 2025paperarXiv:2501.17216
13
citations
Auto-Regressive Moving Diffusion Models for Time Series Forecasting
Jiaxin Gao, Qinglong Cao, Yuntian Chen
AAAI 2025paperarXiv:2412.09328
8
citations
Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine
Luis Roque, Vítor Cerqueira, Carlos Soares et al.
AAAI 2025paperarXiv:2412.14435
9
citations
CUQDS: Conformal Uncertainty Quantification Under Distribution Shift for Trajectory Prediction
Huiqun Huang, Sihong He, Fei Miao
AAAI 2025paperarXiv:2406.12100
2
citations
Neural Conformal Control for Time Series Forecasting
Ruipu Li, Alexander Rodríguez
AAAI 2025paperarXiv:2412.18144
3
citations
Sequence Complementor: Complementing Transformers for Time Series Forecasting with Learnable Sequences
Xiwen Chen, Peijie Qiu, Wenhui Zhu et al.
AAAI 2025paperarXiv:2501.02735
2
citations
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting
Reza Nematirad, Anil Pahwa, Balasubramaniam Natarajan
AAAI 2025paperarXiv:2504.00118
3
citations
WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting
Md Mahmuddun Nabi Murad, Mehmet Aktukmak, Yasin Yilmaz
AAAI 2025paperarXiv:2412.17176
24
citations
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
Artyom Stitsyuk, Jaesik Choi
AAAI 2025paperarXiv:2412.17323
36
citations
Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting
Muyao Wang, Wenchao Chen, Bo Chen
AAAI 2024paperarXiv:2403.05406
12
citations
GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting
Fan Zhou, Chen Pan, Lintao Ma et al.
AAAI 2024paperarXiv:2406.12242
1
citations
Root Cause Analysis in Microservice Using Neural Granger Causal Discovery
Cheng-Ming Lin, Ching Chang, Wei-Yao Wang et al.
AAAI 2024paperarXiv:2402.01140
32
citations
TimesURL: Self-Supervised Contrastive Learning for Universal Time Series Representation Learning
jiexi Liu, Songcan Chen
AAAI 2024paperarXiv:2312.15709
105
citations
U-mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting
Xiang Ma, Xuemei Li, Lexin Fang et al.
AAAI 2024paperarXiv:2401.02236
38
citations