conftrace_

long-term forecasting

20 papers

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Co-occurring keywords

time series forecasting (364) multivariate time series (139) representation learning (6206) transformer architecture (1560) time series decomposition (7) short-term forecasting (4) linear model (94) temporal pattern (38) spatial-temporal modeling (65) long-term prediction (25)

Papers

CometNet: Contextual Motif-guided Long-term Time Series Forecasting AAAI 2026
HMformer: Unleashing Transformer’s Potential for Time Series Forecasting via Hierarchical Multi-Scale Modeling AAAI 2026
Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting AAAI 2025
HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting AAAI 2025
WaveletMixer: A Multi-Resolution Wavelets Based MLP-Mixer for Multivariate Long-Term Time Series Forecasting AAAI 2025
A Lightweight Sparse Interaction Network for Time Series Forecasting AAAI 2025
Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction AAAI 2025
Are Self-Attentions Effective for Time Series Forecasting? NIPS 2024
Mixture-of-Linear-Experts for Long-term Time Series Forecasting AISTATS 2024
EasyTS: The Express Lane to Long Time Series Forecasting AAAI 2024
Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment NIPS 2024
Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective NIPS 2024
SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting IJCAI 2024
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting NIPS 2024
SMARTformer: Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting IJCAI 2023
InParformer: Evolutionary Decomposition Transformers with Interactive Parallel Attention for Long-Term Time Series Forecasting AAAI 2023
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting NIPS 2022
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting NIPS 2021
Convolutional Tensor-Train LSTM for Spatio-Temporal Learning NIPS 2020
Analytic Long-Term Forecasting with Periodic Gaussian Processes AISTATS 2014