Browse State-of-the-Art › Time Series Forecasting › Papers, page 14

Time Series Forecasting

Papers archive 2025-07-28

archive papers tagged: 1,609 · with a code link: 714 · where Syntology ran a sample: 211 (186 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (211 of 1,609 tagged: 186 with a run with no instrument failure, 25 where every run was a failure of Syntology's instrument)

Page 14 of 17: papers 1,301 to 1,400 of 1,609, 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.

• Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting
  6 Oct 2022 0 repositories listed
• Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting
  6 Oct 2022 0 repositories listed
• MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting
  4 Oct 2022 0 repositories listed
• Solar Power Time Series Forecasting Utilising Wavelet Coefficients
  1 Oct 2022 0 repositories listed
• Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary
  28 Sep 2022 0 repositories listed
• Masked Multi-Step Multivariate Time Series Forecasting with Future Information
  28 Sep 2022 0 repositories listed
• Retrieval Based Time Series Forecasting
  27 Sep 2022 0 repositories listed
• Review of Time Series Forecasting Methods and Their Applications to Particle Accelerators
  21 Sep 2022 0 repositories listed
• An Attention Free Long Short-Term Memory for Time Series Forecasting
  20 Sep 2022 0 repositories listed
• FRANS: Automatic Feature Extraction for Time Series Forecasting
  15 Sep 2022 0 repositories listed
• Learning Differential Operators for Interpretable Time Series Modeling
  3 Sep 2022 0 repositories listed
• Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting
  1 Sep 2022 0 repositories listed
• Persistence Initialization: A novel adaptation of the Transformer architecture for Time Series Forecasting
  30 Aug 2022 0 repositories listed
• Towards an AI-based Early Warning System for Bridge Scour
  22 Aug 2022 0 repositories listed
• KDD CUP 2022 Wind Power Forecasting Team 88VIP Solution
  18 Aug 2022 0 repositories listed
• ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario
  17 Aug 2022 0 repositories listed
• Uncertainty Quantification for Traffic Forecasting: A Unified Approach
  11 Aug 2022 0 repositories listed
• Time Series Forecasting Models Copy the Past: How to Mitigate
  27 Jul 2022 0 repositories listed
• MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation
  21 Jul 2022 0 repositories listed
• Variations on two-parameter families of forecasting functions: seasonal/nonseasonal Models, comparison to the exponential smoothing and ARIMA models, and applications to stock market data
  6 Jul 2022 0 repositories listed
• Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures
  4 Jul 2022 0 repositories listed
• Comparative Analysis of Time Series Forecasting Approaches for Household Electricity Consumption Prediction
  3 Jul 2022 0 repositories listed
• Reinforcement Learning Based Dynamic Model Combination for Time Series Forecasting
  28 Jun 2022 0 repositories listed
• TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting
  24 Jun 2022 0 repositories listed
• DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting
  11 Jun 2022 0 repositories listed
• VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting
  31 May 2022 0 repositories listed
• Analytics of Business Time Series Using Machine Learning and Bayesian Inference
  25 May 2022 0 repositories listed
• FreDo: Frequency Domain-based Long-Term Time Series Forecasting
  24 May 2022 0 repositories listed
• Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts
  20 May 2022 0 repositories listed
• Multi-scale Attention Flow for Probabilistic Time Series Forecasting
  16 May 2022 0 repositories listed
• Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction
  8 May 2022 0 repositories listed
• Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version
  28 Apr 2022 0 repositories listed
• Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization
  26 Apr 2022 0 repositories listed
• Time Series Forecasting (TSF) Using Various Deep Learning Models
  23 Apr 2022 0 repositories listed
• EvoSTS Forecasting: Evolutionary Sparse Time-Series Forecasting
  14 Apr 2022 0 repositories listed
• AutoTS: Automatic Time Series Forecasting Model Design Based on Two-Stage Pruning
  26 Mar 2022 0 repositories listed
• What is the best RNN-cell structure for forecasting each time series behavior?
  15 Mar 2022 0 repositories listed
• Dual reparametrized Variational Generative Model for Time-Series Forecasting
  11 Mar 2022 0 repositories listed
• Monitoring Time Series With Missing Values: a Deep Probabilistic Approach
  9 Mar 2022 0 repositories listed
• Automated Few-Shot Time Series Forecasting based on Bi-level Programming
  7 Mar 2022 0 repositories listed
• Multivariate Time Series Forecasting with Latent Graph Inference
  7 Mar 2022 0 repositories listed
• KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios
  5 Mar 2022 0 repositories listed
• Boosted Ensemble Learning based on Randomized NNs for Time Series Forecasting
  2 Mar 2022 0 repositories listed
• ONE-NAS: An Online NeuroEvolution based Neural Architecture Search for Time Series Forecasting
  27 Feb 2022 0 repositories listed
• A Differential Attention Fusion Model Based on Transformer for Time Series Forecasting
  23 Feb 2022 0 repositories listed
• Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting
  18 Feb 2022 0 repositories listed
• Multi-Objective Model Selection for Time Series Forecasting
  17 Feb 2022 0 repositories listed
• KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting
  8 Feb 2022 0 repositories listed
• Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series
  4 Feb 2022 0 repositories listed
• Review of automated time series forecasting pipelines
  3 Feb 2022 0 repositories listed
• Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts
  16 Jan 2022 0 repositories listed
• Multi-head Temporal Attention-Augmented Bilinear Network for Financial time series prediction
  14 Jan 2022 0 repositories listed
• An Interval-Valued Time Series Forecasting Scheme With Probability Distribution Features for Electric Power Generation Prediction
  11 Jan 2022 0 repositories listed
• Time Series Forecasting Using Fuzzy Cognitive Maps: A Survey
  7 Jan 2022 0 repositories listed
• Introducing Randomized High Order Fuzzy Cognitive Maps as Reservoir Computing Models: A Case Study in Solar Energy and Load Forecasting
  6 Jan 2022 0 repositories listed
• Cognitive Computing to Optimize IT Services
  28 Dec 2021 0 repositories listed
• Neural Echo State Network using oscillations of gas bubbles in water
  22 Dec 2021 0 repositories listed
• AutoCTS: Automated Correlated Time Series Forecasting -- Extended Version
  21 Dec 2021 0 repositories listed
• Optimal Latent Space Forecasting for Large Collections of Short Time Series Using Temporal Matrix Factorization
  15 Dec 2021 0 repositories listed
• Autoregressive Quantile Flows for Predictive Uncertainty Estimation
  9 Dec 2021 0 repositories listed
• Combining Embeddings and Fuzzy Time Series for High-Dimensional Time Series Forecasting in Internet of Energy Applications
  3 Dec 2021 0 repositories listed
• Probabilistic Transformer For Time Series Analysis
  1 Dec 2021 0 repositories listed
• Expert Aggregation for Financial Forecasting
  25 Nov 2021 0 repositories listed
• Wavelet‐attention‐based traffic prediction for smart cities
  25 Nov 2021 0 repositories listed
• Nyström Regularization for Time Series Forecasting
  13 Nov 2021 0 repositories listed
• Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting
  12 Nov 2021 0 repositories listed
• Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting
  9 Nov 2021 0 repositories listed
• DVS: Deep Visibility Series and its Application in Construction Cost Index Forecasting
  7 Nov 2021 0 repositories listed
• Meta-Forecasting by combining Global Deep Representations with Local Adaptation
  5 Nov 2021 0 repositories listed
• MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data
  27 Oct 2021 0 repositories listed
• Cluster-and-Conquer: A Framework For Time-Series Forecasting
  26 Oct 2021 0 repositories listed
• Adversarial attacks against Bayesian forecasting dynamic models
  20 Oct 2021 0 repositories listed
• Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins!
  19 Oct 2021 0 repositories listed
• Power Line Communication and Sensing Using Time Series Forecasting
  19 Oct 2021 0 repositories listed
• Towards Better Long-range Time Series Forecasting using Generative Adversarial Networks
  17 Oct 2021 0 repositories listed
• A novel stochastic model based on echo state networks for hydrological time series forecasting
  16 Oct 2021 0 repositories listed
• Time Series Forecasting Using Manifold Learning
  7 Oct 2021 0 repositories listed
• An Accurate Smartphone Battery Parameter Calibration Using Unscented Kalman Filter
  6 Oct 2021 0 repositories listed
• A Study of Aggregation of Long Time-series Input for LSTM Neural Networks
  29 Sep 2021 0 repositories listed
• Automatic Forecasting via Meta-Learning
  29 Sep 2021 0 repositories listed
• Causal Triple Attention Time Series Forecasting
  29 Sep 2021 0 repositories listed
• Long-term Prediction of Nonlinear Time Series Using Autoencoder and Echo State Networks
  29 Sep 2021 0 repositories listed
• Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series
  29 Sep 2021 0 repositories listed
• SCformer: Segment Correlation Transformer for Long Sequence Time Series Forecasting
  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
• Deep Learning with Kernel Flow Regularization for Time Series Forecasting
  23 Sep 2021 0 repositories listed
• Modeling Regime Shifts in Multiple Time Series
  20 Sep 2021 0 repositories listed
• From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba
  17 Sep 2021 0 repositories listed
• Attention-based Neural Load Forecasting: A Dynamic Feature Selection Approach
  25 Aug 2021 0 repositories listed
• Energy time series forecasting-Analytical and empirical assessment of conventional and machine learning models
  24 Aug 2021 0 repositories listed
• Construction Cost Index Forecasting: A Multi-feature Fusion Approach
  18 Aug 2021 0 repositories listed
• A New State-of-the-Art Transformers-Based Load Forecaster on the Smart Grid Domain
  5 Aug 2021 0 repositories listed
• Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting
  27 Jul 2021 0 repositories listed
• Massive feature extraction for explaining and foretelling hydroclimatic time series forecastability at the global scale
  25 Jul 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
• Topological Attention for Time Series Forecasting
  19 Jul 2021 0 repositories listed
• Ensembles of Randomized NNs for Pattern-based Time Series Forecasting
  8 Jul 2021 0 repositories listed
• Low-Rank Temporal Attention-Augmented Bilinear Network for financial time-series forecasting
  5 Jul 2021 0 repositories listed
• Randomized Neural Networks for Forecasting Time Series with Multiple Seasonality
  4 Jul 2021 0 repositories listed
• Visual Time Series Forecasting: An Image-driven Approach
  2 Jul 2021 0 repositories listed