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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 2 of 3: papers 101 to 200 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.

• PrimeNet: Pre-Training for Irregular Multivariate Time Series
  26 Jun 2023 1 repository listed
• GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting
  14 Jun 2023 1 repository listed
• TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
  14 Jun 2023 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples)
• A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting
  24 May 2023 1 repository listed
• Forecasting Irregularly Sampled Time Series using Graphs
  22 May 2023 1 repository listed
• Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting
  22 May 2023 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 2 pointer-only (licence)
• The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting
  11 Apr 2023 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Indeterminate Probability Theory
  21 Mar 2023 1 repository listed
• LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
  23 Feb 2023 1 repository listed
• MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing
  9 Feb 2023 1 repository listed
• Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective
  27 Jan 2023 1 repository listed
• Ti-MAE: Self-Supervised Masked Time Series Autoencoders
  21 Jan 2023 1 repository listed
• End-to-End Modeling Hierarchical Time Series Using Autoregressive Transformer and Conditional Normalizing Flow based Reconciliation
  28 Dec 2022 1 repository listed
• MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling
  12 Dec 2022 1 repository listed
• Spatio-Temporal Meta-Graph Learning for Traffic Forecasting
  27 Nov 2022 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities
  18 Nov 2022 1 repository listed
• How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer
  31 Oct 2022 1 repository listed
• SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data
  22 Oct 2022 1 repository listed
• Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting
  12 Oct 2022 1 repository listed Syntology official (archive's flag): 5 ran · 5 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures
  29 Aug 2022 1 repository listed
• Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer
  19 Aug 2022 1 repository listed
• Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms
  19 Jul 2022 1 repository listed Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples)
• Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapy
  13 Jul 2022 1 repository listed
• Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting
  28 Jun 2022 1 repository listed
• Multi-Variate Time Series Forecasting on Variable Subsets
  25 Jun 2022 1 repository listed
• Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?
  1 May 2022 1 repository listed
• Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization
  20 Mar 2022 1 repository listed
• A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19
  8 Mar 2022 1 repository listed
• Methodology for forecasting and optimization in IEEE-CIS 3rd Technical Challenge
  2 Feb 2022 1 repository listed
• Balanced Graph Structure Learning for Multivariate Time Series Forecasting
  24 Jan 2022 1 repository listed
• A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling
  16 Dec 2021 1 repository listed
• Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting
  14 Dec 2021 1 repository listed
• Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling
  6 Dec 2021 1 repository listed
• LibCity: An Open Library for Traffic Prediction
  4 Nov 2021 1 repository listed
• Neural Flows: Efficient Alternative to Neural ODEs
  25 Oct 2021 1 repository listed
• Temporal Convolutional Attention Neural Networks for Time Series Forecasting
  23 Sep 2021 1 repository listed
• Instance-wise Graph-based Framework for Multivariate Time Series Forecasting
  14 Sep 2021 1 repository listed
• Prediction of the Position of External Markers Using a Recurrent Neural Network Trained With Unbiased Online Recurrent Optimization for Safe Lung Cancer Radiotherapy
  2 Jun 2021 1 repository listed
• Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models
  10 Feb 2021 1 repository listed
• Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting
  28 Jan 2021 1 repository listed
• Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks
  1 Jan 2021 1 repository listed
• FlowDB a large scale precipitation, river, and flash flood dataset
  21 Dec 2020 1 repository listed
• Graph Neural Networks for Improved El Niño Forecasting
  2 Dec 2020 1 repository listed
• Adversarial Sparse Transformer for Time Series Forecasting
  1 Dec 2020 1 repository listed
• Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting
  18 Jun 2020 1 repository listed
• If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN
  3 May 2020 1 repository listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 4 harvested samples)
• Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows
  14 Feb 2020 1 repository listed
• Towards Better Forecasting by Fusing Near and Distant Future Visions
  11 Dec 2019 1 repository listed
• DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting
  3 Nov 2019 1 repository listed
• Probabilistic sequential matrix factorization
  9 Oct 2019 1 repository listed
• STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting
  24 May 2019 1 repository listed
• A Bayesian Monte Carlo approach for predicting the spread of infectious diseases
  26 Apr 2019 1 repository listed
• Patient Subtyping via Time-Aware LSTM Networks
  13 Aug 2017 1 repository listed
• SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs
  25 Jun 2025 0 repositories listed
• Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness
  10 Jun 2025 0 repositories listed
• Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries
  2 Jun 2025 0 repositories listed
• HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting
  23 May 2025 0 repositories listed
• CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting
  22 May 2025 0 repositories listed
• Nearest Neighbor Multivariate Time Series Forecasting
  16 May 2025 0 repositories listed
• SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models
  13 May 2025 0 repositories listed
• Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering
  9 May 2025 0 repositories listed
• STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting
  7 May 2025 0 repositories listed
• Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing
  2 May 2025 0 repositories listed
• Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting
  1 May 2025 0 repositories listed
• Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting
  1 May 2025 0 repositories listed
• MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications
  18 Apr 2025 0 repositories listed
• Probabilistic QoS Metric Forecasting in Delay-Tolerant Networks Using Conditional Diffusion Models on Latent Dynamics
  9 Apr 2025 0 repositories listed
• Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting
  22 Mar 2025 0 repositories listed
• MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting
  11 Mar 2025 0 repositories listed
• PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting
  27 Feb 2025 0 repositories listed
• A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction
  25 Feb 2025 0 repositories listed
• Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning
  21 Feb 2025 0 repositories listed
• IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting
  17 Feb 2025 0 repositories listed
• Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs
  11 Feb 2025 0 repositories listed
• STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via
  14 Jan 2025 0 repositories listed
• AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks
  10 Jan 2025 0 repositories listed
• Using Pre-trained LLMs for Multivariate Time Series Forecasting
  10 Jan 2025 0 repositories listed
• Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting
  6 Jan 2025 0 repositories listed
• Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting
  25 Dec 2024 0 repositories listed
• Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data
  4 Dec 2024 0 repositories listed
• Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset
  15 Nov 2024 0 repositories listed
• RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting
  31 Oct 2024 0 repositories listed
• LSEAttention is All You Need for Time Series Forecasting
  31 Oct 2024 0 repositories listed
• DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting
  30 Oct 2024 0 repositories listed
• Generative forecasting of brain activity enhances Alzheimer's classification and interpretation
  30 Oct 2024 0 repositories listed
• UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba
  15 Oct 2024 0 repositories listed
• TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting
  2 Oct 2024 0 repositories listed
• Recurrent Interpolants for Probabilistic Time Series Prediction
  18 Sep 2024 0 repositories listed
• DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding
  29 Aug 2024 0 repositories listed
• Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures
  27 Aug 2024 0 repositories listed
• FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting
  20 Jul 2024 0 repositories listed
• Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift
  18 Jul 2024 0 repositories listed
• Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting
  14 Jun 2024 0 repositories listed
• UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting
  7 Jun 2024 0 repositories listed
• TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting
  6 Jun 2024 0 repositories listed
• ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks
  28 May 2024 0 repositories listed
• MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs
  23 May 2024 0 repositories listed
• Bond Graphs for multi-physics informed Neural Networks for multi-variate time series
  22 May 2024 0 repositories listed
• NFCL: Simply interpretable neural networks for a short-term multivariate forecasting
  22 May 2024 0 repositories listed
• Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting
  22 May 2024 0 repositories listed

Syntology lines on 7 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.