Browse State-of-the-Art › Time Series Forecasting › Papers, page 12
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 12 of 17: papers 1,101 to 1,200 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.
-
Interpretable Vital Sign Forecasting with Model Agnostic Attention Maps2 May 2024 0 repositories listed
-
Wildfire Risk Prediction: A Review2 May 2024 0 repositories listed
-
CVTN: Cross Variable and Temporal Integration for Time Series Forecasting29 Apr 2024 0 repositories listed
-
Time Machine GPT29 Apr 2024 0 repositories listed
-
Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data26 Apr 2024 0 repositories listed
-
Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting26 Apr 2024 0 repositories listed
-
24 Apr 2024 0 repositories listed
-
Fourier Series Guided Design of Quantum Convolutional Neural Networks for Enhanced Time Series Forecasting23 Apr 2024 0 repositories listed
-
Using ARIMA to Predict the Expansion of Subscriber Data Consumption23 Apr 2024 0 repositories listed
-
Advancing Long-Term Multi-Energy Load Forecasting with Patchformer: A Patch and Transformer-Based Approach16 Apr 2024 0 repositories listed
-
Exploring the Role of Token in Transformer-based Time Series Forecasting16 Apr 2024 0 repositories listed
-
High Significant Fault Detection in Azure Core Workload Insights14 Apr 2024 0 repositories listed
-
The impact of data set similarity and diversity on transfer learning success in time series forecasting9 Apr 2024 0 repositories listed
-
Some variation of COBRA in sequential learning setup7 Apr 2024 0 repositories listed
-
Supervised Autoencoder MLP for Financial Time Series Forecasting2 Apr 2024 0 repositories listed
-
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection29 Mar 2024 0 repositories listed
-
Improved Genetic Algorithm Based on Greedy and Simulated Annealing Ideas for Vascular Robot Ordering Strategy28 Mar 2024 0 repositories listed
-
IIP-Mixer:Intra-Inter Patch Mixing Architecture for Battery Remaining Useful Life Prediction27 Mar 2024 0 repositories listed
-
Grey-informed neural network for time-series forecasting22 Mar 2024 0 repositories listed
-
DiffSTOCK: Probabilistic relational Stock Market Predictions using Diffusion Models21 Mar 2024 0 repositories listed
-
HySim: An Efficient Hybrid Similarity Measure for Patch Matching in Image Inpainting21 Mar 2024 0 repositories listed
-
From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting17 Mar 2024 0 repositories listed
-
Chain-structured neural architecture search for financial time series forecasting15 Mar 2024 0 repositories listed
-
MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer14 Mar 2024 0 repositories listed
-
Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting13 Mar 2024 0 repositories listed
-
RATSF: Empowering Customer Service Volume Management through Retrieval-Augmented Time-Series Forecasting7 Mar 2024 0 repositories listed
-
InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting5 Mar 2024 0 repositories listed
-
Enhancing Multivariate Time Series Forecasting with Mutual Information-driven Cross-Variable and Temporal Modeling1 Mar 2024 0 repositories listed
-
A Scalable and Transferable Time Series Prediction Framework for Demand Forecasting29 Feb 2024 0 repositories listed
-
LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting25 Feb 2024 0 repositories listed
-
Deep Coupling Network For Multivariate Time Series Forecasting23 Feb 2024 0 repositories listed
-
Adaptive time series forecasting with markovian variance switching22 Feb 2024 0 repositories listed
-
Generative Probabilistic Time Series Forecasting and Applications in Grid Operations21 Feb 2024 0 repositories listed
-
Structural Knowledge Informed Continual Multivariate Time Series Forecasting20 Feb 2024 0 repositories listed
-
When and How: Learning Identifiable Latent States for Nonstationary Time Series Forecasting20 Feb 2024 0 repositories listed
-
16 Feb 2024 0 repositories listed
-
Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review15 Feb 2024 0 repositories listed
-
Loss Shaping Constraints for Long-Term Time Series Forecasting14 Feb 2024 0 repositories listed
-
12 Feb 2024 0 repositories listed
-
Attention as Robust Representation for Time Series Forecasting8 Feb 2024 0 repositories listed
-
Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting8 Feb 2024 0 repositories listed
-
Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows30 Jan 2024 0 repositories listed
-
Encoding Temporal Statistical-space Priors via Augmented Representation30 Jan 2024 0 repositories listed
-
A Survey of Deep Learning and Foundation Models for Time Series Forecasting25 Jan 2024 0 repositories listed
-
Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting22 Jan 2024 0 repositories listed
-
Transformers with Attentive Federated Aggregation for Time Series Stock Forecasting22 Jan 2024 0 repositories listed
-
Time Series Forecasting of HIV/AIDS in the Philippines Using Deep Learning: Does COVID-19 Epidemic Matter?11 Jan 2024 0 repositories listed
-
10 Jan 2024 0 repositories listed
-
Hypercomplex neural network in time series forecasting of stock data9 Jan 2024 0 repositories listed
-
A Primer on Temporal Graph Learning8 Jan 2024 0 repositories listed
-
Predicting the structure of dynamic graphs8 Jan 2024 0 repositories listed
-
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels3 Jan 2024 0 repositories listed
-
Explainable Adaptive Tree-based Model Selection for Time Series Forecasting2 Jan 2024 0 repositories listed
-
Financial Time-Series Forecasting: Towards Synergizing Performance And Interpretability Within a Hybrid Machine Learning Approach31 Dec 2023 0 repositories listed
-
Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting27 Dec 2023 0 repositories listed
-
Deep Non-Parametric Time Series Forecaster22 Dec 2023 0 repositories listed
-
Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting22 Dec 2023 0 repositories listed
-
CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting11 Dec 2023 0 repositories listed
-
TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting11 Dec 2023 0 repositories listed
-
CLeaRForecast: Contrastive Learning of High-Purity Representations for Time Series Forecasting10 Dec 2023 0 repositories listed
-
Enhancing Financial Data Visualization for Investment Decision-Making9 Dec 2023 0 repositories listed
-
MultiResFormer: Transformer with Adaptive Multi-Resolution Modeling for General Time Series Forecasting30 Nov 2023 0 repositories listed
-
TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare29 Nov 2023 0 repositories listed
-
Satellite-based feature extraction and multivariate time-series prediction of biotoxin contamination in shellfish25 Nov 2023 0 repositories listed
-
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting21 Nov 2023 0 repositories listed
-
TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss19 Nov 2023 0 repositories listed
-
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting16 Nov 2023 0 repositories listed
-
Application Research of Spline Interpolation and ARIMA in the Field of Stock Market Forecasting14 Nov 2023 0 repositories listed
-
A Hypothesis on Good Practices for AI-based Systems for Financial Time Series Forecasting: Towards Domain-Driven XAI Methods13 Nov 2023 0 repositories listed
-
Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations8 Nov 2023 0 repositories listed
-
Deep Double Descent for Time Series Forecasting: Avoiding Undertrained Models2 Nov 2023 0 repositories listed
-
A Systematic Review for Transformer-based Long-term Series Forecasting31 Oct 2023 0 repositories listed
-
AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data31 Oct 2023 0 repositories listed
-
Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting26 Oct 2023 0 repositories listed
-
Quantum Long Short-Term Memory (QLSTM) vs Classical LSTM in Time Series Forecasting: A Comparative Study in Solar Power Forecasting25 Oct 2023 0 repositories listed
-
Graph Deep Learning for Time Series Forecasting24 Oct 2023 0 repositories listed
-
Grid Frequency Forecasting in University Campuses using Convolutional LSTM24 Oct 2023 0 repositories listed
-
Stock Market Directional Bias Prediction Using ML Algorithms24 Oct 2023 0 repositories listed
-
Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting22 Oct 2023 0 repositories listed
-
Is Channel Independent strategy optimal for Time Series Forecasting?18 Oct 2023 0 repositories listed
-
Large Language Model Prediction Capabilities: Evidence from a Real-World Forecasting Tournament17 Oct 2023 0 repositories listed
-
XRMDN: An Extended Recurrent Mixture Density Network for Short-Term Probabilistic Rider Demand Forecasting with High Volatility15 Oct 2023 0 repositories listed
-
ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning14 Oct 2023 0 repositories listed
-
A novel decomposed-ensemble time series forecasting framework: capturing underlying volatility information13 Oct 2023 0 repositories listed
-
Generalized Mixture Model for Extreme Events Forecasting in Time Series Data11 Oct 2023 0 repositories listed
-
Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions11 Oct 2023 0 repositories listed
-
Perceiver-based CDF Modeling for Time Series Forecasting3 Oct 2023 0 repositories listed
-
Prompting-based Temporal Domain Generalization3 Oct 2023 0 repositories listed
-
Modality-aware Transformer for Financial Time series Forecasting2 Oct 2023 0 repositories listed
-
Balancing Computational Efficiency and Forecast Error in Machine Learning-based Time-Series Forecasting: Insights from Live Experiments on Meteorological Nowcasting26 Sep 2023 0 repositories listed
-
Enhancing Prediction and Analysis of UK Road Traffic Accident Severity Using AI: Integration of Machine Learning, Econometric Techniques, and Time Series Forecasting in Public Health Research23 Sep 2023 0 repositories listed
-
Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data23 Sep 2023 0 repositories listed
-
Time-Series Forecasting: Unleashing Long-Term Dependencies with Fractionally Differenced Data23 Sep 2023 0 repositories listed
-
Implementing a new fully stepwise decomposition-based sampling technique for the hybrid water level forecasting model in real-world application19 Sep 2023 0 repositories listed
-
PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring19 Sep 2023 0 repositories listed
-
Graph-enabled Reinforcement Learning for Time Series Forecasting with Adaptive Intelligence18 Sep 2023 0 repositories listed
-
Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Bias11 Sep 2023 0 repositories listed
-
Enhancing Asynchronous Time Series Forecasting with Contrastive Relational Inference6 Sep 2023 0 repositories listed
-
Encoding Seasonal Climate Predictions for Demand Forecasting with Modular Neural Network5 Sep 2023 0 repositories listed
-
Communication-Efficient Design of Learning System for Energy Demand Forecasting of Electrical Vehicles4 Sep 2023 0 repositories listed