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multivariate time series forecasting

21 papers

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Also known as

MTSF

Co-occurring keywords

multivariate time series (139) time series forecasting (364) channel independence (9) graph neural network (3962) attention mechanism (4001) frequency domain (267) multi-scale temporal (4) transformer architecture (1560) series-core fusion (1) mlp-based model (2)

Papers

ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting AAAI 2026
SEED: Spectral Entropy-Guided Evaluation of Spatial-Temporal Dependencies for Multivariate Time Series Forecasting AAAI 2026
Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global–Local Representation Synergy in Multivariate Time Series Forecasting AAAI 2026
Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline AAAI 2026
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment AAAI 2025
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting IJCAI 2025
Revisiting Attention for Multivariate Time Series Forecasting AAAI 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting AAAI 2025
DGraFormer: Dynamic Graph Learning Guided Multi-Scale Transformer for Multivariate Time Series Forecasting IJCAI 2025
HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting AAAI 2025
VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting IJCAI 2024
Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024
HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting AAAI 2024
Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting AAAI 2024
Decoupled Invariant Attention Network for Multivariate Time-series Forecasting IJCAI 2024
SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion NIPS 2024
SCAT: A Time Series Forecasting with Spectral Central Alternating Transformers IJCAI 2024
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective NIPS 2023
Learning Dynamic Temporal Relations with Continuous Graph for Multivariate Time Series Forecasting (Student Abstract) AAAI 2023
Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting IJCAI 2023
CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting AAAI 2022