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time series decomposition

8 papers

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Co-occurring keywords · papers mentioning both

long-term forecasting (2) time series forecasting (2) model efficiency (1) latent state (1) spatial-temporal pattern (1) traffic forecasting (1) least absolute deviation (1) large language model (1) neural network (1) inter-series correlation (1)

Papers

Efficiently Enhancing Long-term Series Forecasting via Adaptive Lookback with Wavelets AAAI 2026 DualCast: A Model to Disentangle Aperiodic Events from Traffic Series IJCAI 2025 MSCGrapher: Learning Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting UAI 2025 STEM-LTS: Integrating Semantic-Temporal Dynamics in LLM-driven Time Series Analysis AAAI 2025 Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting NeurIPS 2024 Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NeurIPS 2021 Graph Gamma Process Linear Dynamical Systems AISTATS 2021 RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series AAAI 2019