Browse State-of-the-Art › Time Series Forecasting › Papers, page 9

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 9 of 17: papers 801 to 900 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.

• CITRAS: Covariate-Informed Transformer for Time Series Forecasting
  31 Mar 2025 0 repositories listed
• Frequency-Aware Attention-LSTM for PM_(2.5) Time Series Forecasting
  31 Mar 2025 0 repositories listed
• ModelRadar: Aspect-based Forecast Evaluation
  31 Mar 2025 0 repositories listed
• Time-Series Forecasting via Topological Information Supervised Framework with Efficient Topological Feature Learning
  31 Mar 2025 0 repositories listed
• Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting
  30 Mar 2025 0 repositories listed
• Long-Term Electricity Demand Prediction Using Non-negative Tensor Factorization and Genetic Algorithm-Driven Temporal Modeling
  28 Mar 2025 0 repositories listed
• Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting
  27 Mar 2025 0 repositories listed
• LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence
  27 Mar 2025 0 repositories listed
• Adaptive State-Space Mamba for Real-Time Sensor Data Anomaly Detection
  26 Mar 2025 0 repositories listed
• Addressing Challenges in Time Series Forecasting: A Comprehensive Comparison of Machine Learning Techniques
  26 Mar 2025 0 repositories listed
• Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms
  25 Mar 2025 0 repositories listed
• Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems
  24 Mar 2025 0 repositories listed
• From S4 to Mamba: A Comprehensive Survey on Structured State Space Models
  22 Mar 2025 0 repositories listed
• Renewable Energy Transition in South America: Predictive Analysis of Generation Capacity by 2050
  22 Mar 2025 0 repositories listed
• Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting
  22 Mar 2025 0 repositories listed
• CausalRivers -- Scaling up benchmarking of causal discovery for real-world time-series
  21 Mar 2025 0 repositories listed
• Diffusion-Based Forecasting for Uncertainty-Aware Model Predictive Control
  19 Mar 2025 0 repositories listed
• HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction
  19 Mar 2025 0 repositories listed
• Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency
  18 Mar 2025 0 repositories listed
• Epidemic Forecasting with a Hybrid Deep Learning Method Using CNN-LSTM With WOA-GWO Parameter Optimization: Global COVID-19 Case Study
  17 Mar 2025 0 repositories listed
• ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables
  15 Mar 2025 0 repositories listed
• Hierarchical Information-Guided Spatio-Temporal Mamba for Stock Time Series Forecasting
  14 Mar 2025 0 repositories listed
• Deep Learning for Time Series Forecasting: A Survey
  13 Mar 2025 0 repositories listed
• Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers
  13 Mar 2025 0 repositories listed
• LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics
  12 Mar 2025 0 repositories listed
• Data Driven Decision Making with Time Series and Spatio-temporal Data
  11 Mar 2025 0 repositories listed
• LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization
  11 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
• Enhancing Time Series Forecasting via Logic-Inspired Regularization
  10 Mar 2025 0 repositories listed
• FinTSBridge: A New Evaluation Suite for Real-world Financial Prediction with Advanced Time Series Models
  10 Mar 2025 0 repositories listed
• A Novel Distributed PV Power Forecasting Approach Based on Time-LLM
  8 Mar 2025 0 repositories listed
• Fixing the Pitfalls of Probabilistic Time-Series Forecasting Evaluation by Kernel Quadrature
  8 Mar 2025 0 repositories listed
• Hedging with Sparse Reward Reinforcement Learning
  6 Mar 2025 0 repositories listed
• TimeFound: A Foundation Model for Time Series Forecasting
  6 Mar 2025 0 repositories listed
• TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster
  6 Mar 2025 0 repositories listed
• Graph-Augmented LSTM for Forecasting Sparse Anomalies in Graph-Structured Time Series
  5 Mar 2025 0 repositories listed
• Lightweight Channel-wise Dynamic Fusion Model: Non-stationary Time Series Forecasting via Entropy Analysis
  4 Mar 2025 0 repositories listed
• Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting
  3 Mar 2025 0 repositories listed
• A Compact Model for Large-Scale Time Series Forecasting
  28 Feb 2025 0 repositories listed
• Efficient Time Series Forecasting via Hyper-Complex Models and Frequency Aggregation
  27 Feb 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
• TSKANMixer: Kolmogorov-Arnold Networks with MLP-Mixer Model for Time Series Forecasting
  25 Feb 2025 0 repositories listed
• Time series forecasting based on optimized LLM for fault prediction in distribution power grid insulators
  24 Feb 2025 0 repositories listed
• Predicting Bad Goods Risk Scores with ARIMA Time Series: A Novel Risk Assessment Approach
  23 Feb 2025 0 repositories listed
• A Supervised Screening and Regularized Factor-Based Method for Time Series Forecasting
  21 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
• CoRe: Coherency Regularization for Hierarchical Time Series
  21 Feb 2025 0 repositories listed
• Explaining the Success of Nearest Neighbor Methods in Prediction
  21 Feb 2025 0 repositories listed
• Spatiotemporal Forecasting in Climate Data Using EOFs and Machine Learning Models: A Case Study in Chile
  21 Feb 2025 0 repositories listed
• Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting
  20 Feb 2025 0 repositories listed Syntology 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation
  20 Feb 2025 0 repositories listed
• Learning Novel Transformer Architecture for Time-series Forecasting
  19 Feb 2025 0 repositories listed
• Position: There are no Champions in Long-Term Time Series Forecasting
  19 Feb 2025 0 repositories listed
• Lightweight Online Adaption for Time Series Foundation Model Forecasts
  18 Feb 2025 0 repositories listed
• IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting
  17 Feb 2025 0 repositories listed
• On Creating a Causally Grounded Usable Rating Method for Assessing the Robustness of Foundation Models Supporting Time Series
  17 Feb 2025 0 repositories listed
• S2TX: Cross-Attention Multi-Scale State-Space Transformer for Time Series Forecasting
  17 Feb 2025 0 repositories listed
• Vision-Enhanced Time Series Forecasting via Latent Diffusion Models
  16 Feb 2025 0 repositories listed
• Channel Dependence, Limited Lookback Windows, and the Simplicity of Datasets: How Biased is Time Series Forecasting?
  13 Feb 2025 0 repositories listed
• Fine-Tuning Foundation Models with Federated Learning for Privacy Preserving Medical Time Series Forecasting
  13 Feb 2025 0 repositories listed
• Quantifying Cryptocurrency Unpredictability: A Comprehensive Study of Complexity and Forecasting
  13 Feb 2025 0 repositories listed
• Relational Conformal Prediction for Correlated Time Series
  13 Feb 2025 0 repositories listed
• A Machine Learning-Ready Data Processing Tool for Near Real-Time Forecasting
  12 Feb 2025 0 repositories listed
• Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series
  12 Feb 2025 0 repositories listed
• Wisdom of the Crowds in Forecasting: Forecast Summarization for Supporting Future Event Prediction
  12 Feb 2025 0 repositories listed
• Exploring Patterns Behind Sports
  11 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
• Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models
  9 Feb 2025 0 repositories listed
• Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting
  6 Feb 2025 0 repositories listed
• Benchmarking Time Series Forecasting Models: From Statistical Techniques to Foundation Models in Real-World Applications
  5 Feb 2025 0 repositories listed
• CAPE: Covariate-Adjusted Pre-Training for Epidemic Time Series Forecasting
  5 Feb 2025 0 repositories listed
• Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting
  4 Feb 2025 0 repositories listed
• Forecasting VIX using interpretable Kolmogorov-Arnold networks
  3 Feb 2025 0 repositories listed
• Binned Spectral Power Loss for Improved Prediction of Chaotic Systems
  1 Feb 2025 0 repositories listed
• BEAT: Balanced Frequency Adaptive Tuning for Long-Term Time-Series Forecasting
  31 Jan 2025 0 repositories listed
• Examining the Impact of Income Inequality and Gender on School Completion in Malaysia: A Machine Learning Approach Utilizing Malaysia's Public Sector Open Data
  31 Jan 2025 0 repositories listed
• Long-term prediction of El Niño-Southern Oscillation using reservoir computing with data-driven realtime filter
  29 Jan 2025 0 repositories listed
• Transformer Based Time-Series Forecasting for Stock
  29 Jan 2025 0 repositories listed
• Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation
  28 Jan 2025 0 repositories listed
• Toward Relative Positional Encoding in Spiking Transformers
  28 Jan 2025 0 repositories listed
• Deterministic Reservoir Computing for Chaotic Time Series Prediction
  26 Jan 2025 0 repositories listed
• Multimodal Stock Price Prediction
  23 Jan 2025 0 repositories listed
• Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions
  21 Jan 2025 0 repositories listed
• Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks
  20 Jan 2025 0 repositories listed
• The Relevance of AWS Chronos: An Evaluation of Standard Methods for Time Series Forecasting with Limited Tuning
  17 Jan 2025 0 repositories listed
• STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via
  14 Jan 2025 0 repositories listed
• Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin
  14 Jan 2025 0 repositories listed
• Towards Lightweight Time Series Forecasting: a Patch-wise Transformer with Weak Data Enriching
  14 Jan 2025 0 repositories listed
• AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks
  10 Jan 2025 0 repositories listed
• Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction
  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
• Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences
  6 Jan 2025 0 repositories listed
• Time Series Language Model for Descriptive Caption Generation
  3 Jan 2025 0 repositories listed
• TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting
  30 Dec 2024 0 repositories listed
• Hidformer: Transformer-Style Neural Network in Stock Price Forecasting
  27 Dec 2024 0 repositories listed
• Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes
  27 Dec 2024 0 repositories listed
• Surrogate Modeling for Explainable Predictive Time Series Corrections
  27 Dec 2024 0 repositories listed
• Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting
  25 Dec 2024 0 repositories listed

Syntology lines on 1 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.