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Multivariate Time Series Forecasting

Papers archive 2025-07-28

archive papers tagged: 245 · with a code link: 153 · where Syntology ran a sample: 54 (50 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (54 of 245 tagged: 50 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Page 3 of 3: papers 201 to 245 of 245, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting
  14 May 2024 0 repositories listed
• CVTN: Cross Variable and Temporal Integration for Time Series Forecasting
  29 Apr 2024 0 repositories listed
• Some variation of COBRA in sequential learning setup
  7 Apr 2024 0 repositories listed
• MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer
  14 Mar 2024 0 repositories listed
• Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling
  1 Mar 2024 0 repositories listed
• Deep Coupling Network For Multivariate Time Series Forecasting
  23 Feb 2024 0 repositories listed
• Structural Knowledge Informed Continual Multivariate Time Series Forecasting
  20 Feb 2024 0 repositories listed
• Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction
  12 Feb 2024 0 repositories listed
• Attention as Robust Representation for Time Series Forecasting
  8 Feb 2024 0 repositories listed
• Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting
  8 Feb 2024 0 repositories listed
• Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels
  3 Jan 2024 0 repositories listed
• Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting
  22 Dec 2023 0 repositories listed
• CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting
  11 Dec 2023 0 repositories listed
• Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting
  21 Nov 2023 0 repositories listed
• TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss
  19 Nov 2023 0 repositories listed
• AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data
  31 Oct 2023 0 repositories listed
• Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting
  22 Oct 2023 0 repositories listed
• Improving the Transferability of Time Series Forecasting with Decomposition Adaptation
  30 Jun 2023 0 repositories listed
• Cross-LKTCN: Modern Convolution Utilizing Cross-Variable Dependency for Multivariate Time Series Forecasting Dependency for Multivariate Time Series Forecasting
  4 Jun 2023 0 repositories listed
• SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies
  11 Feb 2023 0 repositories listed
• A Pattern Discovery Approach to Multivariate Time Series Forecasting
  20 Dec 2022 0 repositories listed
• A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting
  6 Dec 2022 0 repositories listed
• cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations
  5 Dec 2022 0 repositories listed
• A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case
  10 Nov 2022 0 repositories listed
• Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting
  6 Oct 2022 0 repositories listed
• MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting
  4 Oct 2022 0 repositories listed
• Masked Multi-Step Multivariate Time Series Forecasting with Future Information
  28 Sep 2022 0 repositories listed
• Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting
  1 Sep 2022 0 repositories listed
• Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
  4 Jul 2022 0 repositories listed
• Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version
  28 Apr 2022 0 repositories listed
• Multivariate Time Series Forecasting with Latent Graph Inference
  7 Mar 2022 0 repositories listed
• Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series
  29 Sep 2021 0 repositories listed
• TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting
  29 Sep 2021 0 repositories listed
• High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series
  20 Jul 2021 0 repositories listed
• Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting
  25 Jan 2021 0 repositories listed
• Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting
  16 Dec 2020 0 repositories listed
• Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting
  18 Sep 2020 0 repositories listed
• LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting
  2 Sep 2020 0 repositories listed
• MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting
  19 Aug 2020 0 repositories listed
• Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting
  18 Aug 2020 0 repositories listed
• Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry
  15 Jul 2020 0 repositories listed
• PECAIQR: A Model for Infectious Disease Applied to the Covid-19 Epidemic
  17 Jun 2020 0 repositories listed
• Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values
  22 Nov 2019 0 repositories listed
• Deep Learning for Epidemiological Predictions
  21 Jul 2018 0 repositories listed
• R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting
  10 Sep 2017 0 repositories listed