Browse State-of-the-Art › Time Series Forecasting › Papers, page 13
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 13 of 17: papers 1,201 to 1,300 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.
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Rail Crack Propagation Forecasting Using Multi-horizons RNNs4 Sep 2023 0 repositories listed
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How Does Forecasting Affect the Convergence of DRL Techniques in O-RAN Slicing?1 Sep 2023 0 repositories listed
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MadSGM: Multivariate Anomaly Detection with Score-based Generative Models29 Aug 2023 0 repositories listed
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Hierarchical Time Series Forecasting with Bayesian Modeling28 Aug 2023 0 repositories listed
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DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series26 Aug 2023 0 repositories listed
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Probabilistic load forecasting with Reservoir Computing24 Aug 2023 0 repositories listed
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ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting14 Aug 2023 0 repositories listed
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A Forecaster's Review of Judea Pearl's Causality: Models, Reasoning and Inference, Second Edition, 200910 Aug 2023 0 repositories listed
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A Distance Correlation-Based Approach to Characterize the Effectiveness of Recurrent Neural Networks for Time Series Forecasting28 Jul 2023 0 repositories listed
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HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting27 Jul 2023 0 repositories listed
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Emerging Statistical Machine Learning Techniques for Extreme Temperature Forecasting in U.S. Cities26 Jul 2023 0 repositories listed
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Comparative Analysis of Machine Learning, Hybrid, and Deep Learning Forecasting Models Evidence from European Financial Markets and Bitcoins17 Jul 2023 0 repositories listed
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MPR-Net:Multi-Scale Pattern Reproduction Guided Universality Time Series Interpretable Forecasting13 Jul 2023 0 repositories listed
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GEANN: Scalable Graph Augmentations for Multi-Horizon Time Series Forecasting7 Jul 2023 0 repositories listed
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Improving the Transferability of Time Series Forecasting with Decomposition Adaptation30 Jun 2023 0 repositories listed
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Comparative Study of Predicting Stock Index Using Deep Learning Models24 Jun 2023 0 repositories listed
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G-NM: A Group of Numerical Time Series Prediction Models20 Jun 2023 0 repositories listed
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Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting19 Jun 2023 0 repositories listed
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Deep Learning for Energy Time-Series Analysis and Forecasting15 Jun 2023 0 repositories listed
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Making forecasting self-learning and adaptive -- Pilot forecasting rack12 Jun 2023 0 repositories listed
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MPPN: Multi-Resolution Periodic Pattern Network For Long-Term Time Series Forecasting12 Jun 2023 0 repositories listed
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Non-parametric Probabilistic Time Series Forecasting via Innovations Representation5 Jun 2023 0 repositories listed
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Cross-LKTCN: Modern Convolution Utilizing Cross-Variable Dependency for Multivariate Time Series Forecasting Dependency for Multivariate Time Series Forecasting4 Jun 2023 0 repositories listed
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An End-to-End Time Series Model for Simultaneous Imputation and Forecast1 Jun 2023 0 repositories listed
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EAMDrift: An interpretable self retrain model for time series31 May 2023 0 repositories listed
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Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting25 May 2023 0 repositories listed
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Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting25 May 2023 0 repositories listed
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TLNets: Transformation Learning Networks for long-range time-series prediction25 May 2023 0 repositories listed
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Limited Resource Allocation in a Non-Markovian World: The Case of Maternal and Child Healthcare22 May 2023 0 repositories listed
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Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources17 May 2023 0 repositories listed
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pTSE: A Multi-model Ensemble Method for Probabilistic Time Series Forecasting16 May 2023 0 repositories listed
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Differential Convolutional Fuzzy Time Series Forecasting15 May 2023 0 repositories listed
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HiPerformer: Hierarchically Permutation-Equivariant Transformer for Time Series Forecasting14 May 2023 0 repositories listed
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A Generic Approach to Integrating Time into Spatial-Temporal Forecasting via Conditional Neural Fields11 May 2023 0 repositories listed
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How Expressive are Spectral-Temporal Graph Neural Networks for Time Series Forecasting?11 May 2023 0 repositories listed
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Mlinear: Rethink the Linear Model for Time-series Forecasting8 May 2023 0 repositories listed
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Forecast reconciliation for vaccine supply chain optimization2 May 2023 0 repositories listed
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Diffusion Models for Time Series Applications: A Survey1 May 2023 0 repositories listed
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Expanding the Prediction Capacity in Long Sequence Time-Series Forecasting1 May 2023 0 repositories listed
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Deep learning models for price forecasting of financial time series: A review of recent advancements: 2020-202221 Apr 2023 0 repositories listed
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Enhancing Wind Power Forecast Precision via Multi-head Attention Transformer: An Investigation on Single-step and Multi-step Forecasting21 Apr 2023 0 repositories listed
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Forecasting with Sparse but Informative Variables: A Case Study in Predicting Blood Glucose17 Apr 2023 0 repositories listed
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On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence13 Apr 2023 0 repositories listed
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Financial Time Series Forecasting using CNN and Transformer11 Apr 2023 0 repositories listed
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Two Steps Forward and One Behind: Rethinking Time Series Forecasting with Deep Learning10 Apr 2023 0 repositories listed
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OFTER: An Online Pipeline for Time Series Forecasting8 Apr 2023 0 repositories listed
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An evaluation of time series forecasting models on water consumption data: A case study of Greece30 Mar 2023 0 repositories listed
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It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting23 Mar 2023 0 repositories listed
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Reducing Air Pollution through Machine Learning22 Mar 2023 0 repositories listed
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TsSHAP: Robust model agnostic feature-based explainability for time series forecasting22 Mar 2023 0 repositories listed
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Late Meta-learning Fusion Using Representation Learning for Time Series Forecasting20 Mar 2023 0 repositories listed
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TKN: Transformer-based Keypoint Prediction Network For Real-time Video Prediction17 Mar 2023 0 repositories listed
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Arbitrary Order Meta-Learning with Simple Population-Based Evolution16 Mar 2023 0 repositories listed
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Sinkhorn-Flow: Predicting Probability Mass Flow in Dynamical Systems Using Optimal Transport14 Mar 2023 0 repositories listed
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Comparing statistical and machine learning methods for time series forecasting in data-driven logistics -- A simulation study13 Mar 2023 0 repositories listed
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Hybrid Variational Autoencoder for Time Series Forecasting13 Mar 2023 0 repositories listed
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Machine Learning Enhanced Hankel Dynamic-Mode Decomposition11 Mar 2023 0 repositories listed
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Feature Selection with Annealing for Forecasting Financial Time Series3 Mar 2023 0 repositories listed
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A Self-Supervised Learning-based Approach to Clustering Multivariate Time-Series Data with Missing Values (SLAC-Time): An Application to TBI Phenotyping27 Feb 2023 0 repositories listed
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Combating Uncertainties in Wind and Distributed PV Energy Sources Using Integrated Reinforcement Learning and Time-Series Forecasting27 Feb 2023 0 repositories listed
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Chaotic Variational Auto encoder-based Adversarial Machine Learning25 Feb 2023 0 repositories listed
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In Search of Deep Learning Architectures for Load Forecasting: A Comparative Analysis and the Impact of the Covid-19 Pandemic on Model Performance25 Feb 2023 0 repositories listed
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Online Evolutionary Neural Architecture Search for Multivariate Non-Stationary Time Series Forecasting20 Feb 2023 0 repositories listed
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Masked Multi-Step Probabilistic Forecasting for Short-to-Mid-Term Electricity Demand14 Feb 2023 0 repositories listed
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Interpretable Deep Learning for Forecasting Online Advertising Costs: Insights from the Competitive Bidding Landscape11 Feb 2023 0 repositories listed
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SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies11 Feb 2023 0 repositories listed
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Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust6 Feb 2023 0 repositories listed
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Cross-Frequency Time Series Meta-Forecasting4 Feb 2023 0 repositories listed
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Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting4 Feb 2023 0 repositories listed
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FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting2 Feb 2023 0 repositories listed
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Time Series Forecasting via Semi-Asymmetric Convolutional Architecture with Global Atrous Sliding Window31 Jan 2023 0 repositories listed
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Targeted Attacks on Timeseries Forecasting27 Jan 2023 0 repositories listed
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Multi-view Kernel PCA for Time series Forecasting24 Jan 2023 0 repositories listed
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Regular Time-series Generation using SGM20 Jan 2023 0 repositories listed
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Neural Spline Search for Quantile Probabilistic Modeling12 Jan 2023 0 repositories listed
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DANLIP: Deep Autoregressive Networks for Locally Interpretable Probabilistic Forecasting5 Jan 2023 0 repositories listed
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Infomaxformer: Maximum Entropy Transformer for Long Time-Series Forecasting Problem4 Jan 2023 0 repositories listed
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Time series Forecasting to detect anomalous behaviours in Multiphase Flow Meters30 Dec 2022 0 repositories listed
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Temporal Disaggregation of the Cumulative Grass Growth21 Dec 2022 0 repositories listed
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A Pattern Discovery Approach to Multivariate Time Series Forecasting20 Dec 2022 0 repositories listed
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Improving Accuracy Without Losing Interpretability: A ML Approach for Time Series Forecasting13 Dec 2022 0 repositories listed
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Agnostic Learning for Packing Machine Stoppage Prediction in Smart Factories12 Dec 2022 0 repositories listed
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Towards Better Long-range Time Series Forecasting using Generative Forecasting9 Dec 2022 0 repositories listed
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A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting6 Dec 2022 0 repositories listed
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cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations5 Dec 2022 0 repositories listed
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Correlation recurrent units: A novel neural architecture for improving the predictive performance of time-series data30 Nov 2022 0 repositories listed
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Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting29 Nov 2022 0 repositories listed
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Beyond S-curves: Recurrent Neural Networks for Technology Forecasting28 Nov 2022 0 repositories listed
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Hierarchical Proxy Modeling for Improved HPO in Time Series Forecasting28 Nov 2022 0 repositories listed
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An Anomaly Detection Method for Satellites Using Monte Carlo Dropout27 Nov 2022 0 repositories listed
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Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments24 Nov 2022 0 repositories listed
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Time Series Forecasting with Hypernetworks Generating Parameters in Advance22 Nov 2022 0 repositories listed
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A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case10 Nov 2022 0 repositories listed
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Detecting Elevated Air Pollution Levels by Monitoring Web Search Queries: Deep Learning-Based Time Series Forecasting9 Nov 2022 0 repositories listed
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TimeKit: A Time-series Forecasting-based Upgrade Kit for Collaborative Filtering8 Nov 2022 0 repositories listed
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Deep learning for structural health monitoring: An application to heritage structures4 Nov 2022 0 repositories listed
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MUSTACHE: Multi-Step-Ahead Predictions for Cache Eviction3 Nov 2022 0 repositories listed
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WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting25 Oct 2022 0 repositories listed
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Multimodal Neural Network For Demand Forecasting20 Oct 2022 0 repositories listed
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Temporal-Spatial dependencies ENhanced deep learning model (TSEN) for household leverage series forecasting17 Oct 2022 0 repositories listed