conftrace_

time series decomposition

7 papers

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Co-occurring keywords

long-term forecasting (20) time series forecasting (364) model efficiency (206) latent state (47) spatial-temporal pattern (4) traffic forecasting (28) least absolute deviation (5) large language model (13587) neural network (6616) seasonal-trend decomposition (6)

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

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 NIPS 2024

Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NIPS 2021

Graph Gamma Process Linear Dynamical Systems AISTATS 2021

RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series AAAI 2019