Browse State-of-the-Art › Time Series Forecasting › Papers, page 11
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 11 of 17: papers 1,001 to 1,100 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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Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data14 Sep 2024 0 repositories listed
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Integration of Mamba and Transformer -- MAT for Long-Short Range Time Series Forecasting with Application to Weather Dynamics13 Sep 2024 0 repositories listed
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Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo10 Sep 2024 0 repositories listed
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Predicting Electricity Consumption with Random Walks on Gaussian Processes9 Sep 2024 0 repositories listed
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A Multi-scenario Attention-based Generative Model for Personalized Blood Pressure Time Series Forecasting7 Sep 2024 0 repositories listed
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Boosting Certified Robustness for Time Series Classification with Efficient Self-Ensemble4 Sep 2024 0 repositories listed
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Neural Networks with LSTM and GRU in Modeling Active Fires in the Amazon4 Sep 2024 0 repositories listed
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Attention-Based Reading, Highlighting, and Forecasting of the Limit Order Book3 Sep 2024 0 repositories listed
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Optimal training of finitely-sampled quantum reservoir computers for forecasting of chaotic dynamics2 Sep 2024 0 repositories listed
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DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding29 Aug 2024 0 repositories listed
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On-device AI: Quantization-aware Training of Transformers in Time-Series29 Aug 2024 0 repositories listed
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Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures27 Aug 2024 0 repositories listed
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A Multilateral Attention-enhanced Deep Neural Network for Disease Outbreak Forecasting: A Case Study on COVID-1926 Aug 2024 0 repositories listed
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Language Model Empowered Spatio-Temporal Forecasting via Physics-Aware Reprogramming24 Aug 2024 0 repositories listed
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Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction22 Aug 2024 0 repositories listed
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Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning22 Aug 2024 0 repositories listed
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Predicting Solar Energy Generation with Machine Learning based on AQI and Weather Features22 Aug 2024 0 repositories listed
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Time Series Foundation Models and Deep Learning Architectures for Earthquake Temporal and Spatial Nowcasting21 Aug 2024 0 repositories listed
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Causality-Inspired Models for Financial Time Series Forecasting19 Aug 2024 0 repositories listed
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sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting19 Aug 2024 0 repositories listed
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Unlocking the Power of LSTM for Long Term Time Series Forecasting19 Aug 2024 0 repositories listed
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Beam Prediction based on Large Language Models16 Aug 2024 0 repositories listed
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System States Forecasting of Microservices with Dynamic Spatio-Temporal Data15 Aug 2024 0 repositories listed
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Local Cold Load Pick-up Estimation Using Customer Energy Consumption Measurements14 Aug 2024 0 repositories listed
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Predicting Chaotic System Behavior using Machine Learning Techniques11 Aug 2024 0 repositories listed
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Anomaly Prediction: A Novel Approach with Explicit Delay and Horizon8 Aug 2024 0 repositories listed
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Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks8 Aug 2024 0 repositories listed
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Inter-Series Transformer: Attending to Products in Time Series Forecasting7 Aug 2024 0 repositories listed
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Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer6 Aug 2024 0 repositories listed
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Can LLMs Serve As Time Series Anomaly Detectors?6 Aug 2024 0 repositories listed
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RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting Algorithms6 Aug 2024 0 repositories listed
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AutoPV: Automatically Design Your Photovoltaic Power Forecasting Model1 Aug 2024 0 repositories listed
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Analyzing Customer-Facing Vendor Experiences with Time Series Forecasting and Monte Carlo Techniques30 Jul 2024 0 repositories listed
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A federated large language model for long-term time series forecasting30 Jul 2024 0 repositories listed
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Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting29 Jul 2024 0 repositories listed
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Time series forecasting with high stakes: A field study of the air cargo industry29 Jul 2024 0 repositories listed
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DAM: Towards A Foundation Model for Time Series Forecasting25 Jul 2024 0 repositories listed
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Can time series forecasting be automated? A benchmark and analysis23 Jul 2024 0 repositories listed
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A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting22 Jul 2024 0 repositories listed
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Deep State Space Recurrent Neural Networks for Time Series Forecasting21 Jul 2024 0 repositories listed
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FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting20 Jul 2024 0 repositories listed
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Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference19 Jul 2024 0 repositories listed
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Physical Data Embedding for Memory Efficient AI19 Jul 2024 0 repositories listed
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DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection18 Jul 2024 0 repositories listed
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Long Input Sequence Network for Long Time Series Forecasting18 Jul 2024 0 repositories listed
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Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift18 Jul 2024 0 repositories listed
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Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors16 Jul 2024 0 repositories listed
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Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks15 Jul 2024 0 repositories listed
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Multistep Brent Oil Price Forecasting with a Multi-Aspect Meta-heuristic Optimization and Ensemble Deep Learning Model15 Jul 2024 0 repositories listed
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ISMRNN: An Implicitly Segmented RNN Method with Mamba for Long-Term Time Series Forecasting15 Jul 2024 0 repositories listed
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Comparative analysis of Mixed-Data Sampling (MIDAS) model compared to Lag-Llama model for inflation nowcasting11 Jul 2024 0 repositories listed
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Toto: Time Series Optimized Transformer for Observability10 Jul 2024 0 repositories listed
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Time Series Dataset for Modeling and Forecasting of N₂O in Wastewater Treatment8 Jul 2024 0 repositories listed
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Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT6 Jul 2024 0 repositories listed
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Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting2 Jul 2024 0 repositories listed
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Macroeconomic Forecasting with Large Language Models1 Jul 2024 0 repositories listed
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NourishNet: Proactive Severity State Forecasting of Food Commodity Prices for Global Warning Systems30 Jun 2024 0 repositories listed
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Recurrent Stochastic Configuration Networks for Temporal Data Analytics21 Jun 2024 0 repositories listed
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Understanding Different Design Choices in Training Large Time Series Models20 Jun 2024 0 repositories listed
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Robust Time Series Forecasting with Non-Heavy-Tailed Gaussian Loss-Weighted Sampler19 Jun 2024 0 repositories listed
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CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction17 Jun 2024 0 repositories listed
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LLMFactor: Extracting Profitable Factors through Prompts for Explainable Stock Movement Prediction16 Jun 2024 0 repositories listed
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Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting14 Jun 2024 0 repositories listed
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WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting14 Jun 2024 0 repositories listed
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Rating Multi-Modal Time-Series Forecasting Models (MM-TSFM) for Robustness Through a Causal Lens12 Jun 2024 0 repositories listed
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Marginalization Consistent Probabilistic Forecasting of Irregular Time Series via Mixture of Separable flows11 Jun 2024 0 repositories listed
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A Language Model-Guided Framework for Mining Time Series with Distributional Shifts7 Jun 2024 0 repositories listed
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Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting7 Jun 2024 0 repositories listed
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Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach7 Jun 2024 0 repositories listed
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Modeling Temporal Dependencies within the Target for Long-Term Time Series Forecasting7 Jun 2024 0 repositories listed
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UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting7 Jun 2024 0 repositories listed
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Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models6 Jun 2024 0 repositories listed
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TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting6 Jun 2024 0 repositories listed
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Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models5 Jun 2024 0 repositories listed
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Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability4 Jun 2024 0 repositories listed
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FTS: A Framework to Find a Faithful TimeSieve30 May 2024 0 repositories listed
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DeepHGNN: Study of Graph Neural Network based Forecasting Methods for Hierarchically Related Multivariate Time Series29 May 2024 0 repositories listed
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Time-Series Foundation Models for Forecasting Soil Moisture Levels in Smart Agriculture29 May 2024 0 repositories listed
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28 May 2024 0 repositories listed
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Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting25 May 2024 0 repositories listed
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24 May 2024 0 repositories listed
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Fairness Hub Technical Briefs: Definition and Detection of Distribution Shift23 May 2024 0 repositories listed
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In-context Time Series Predictor23 May 2024 0 repositories listed
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MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs23 May 2024 0 repositories listed
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Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting23 May 2024 0 repositories listed
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Bond Graphs for multi-physics informed Neural Networks for multi-variate time series22 May 2024 0 repositories listed
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NFCL: Simply interpretable neural networks for a short-term multivariate forecasting22 May 2024 0 repositories listed
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Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting22 May 2024 0 repositories listed
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Scaling-laws for Large Time-series Models22 May 2024 0 repositories listed
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Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System22 May 2024 0 repositories listed
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System Safety Monitoring of Learned Components Using Temporal Metric Forecasting21 May 2024 0 repositories listed
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Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven20 May 2024 0 repositories listed
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WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting17 May 2024 0 repositories listed
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DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting14 May 2024 0 repositories listed
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Kolmogorov-Arnold Networks (KANs) for Time Series Analysis14 May 2024 0 repositories listed
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Context Neural Networks: A Scalable Multivariate Model for Time Series Forecasting12 May 2024 0 repositories listed
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DTMamba : Dual Twin Mamba for Time Series Forecasting11 May 2024 0 repositories listed
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Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting9 May 2024 0 repositories listed
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Towards Invariant Time Series Forecasting in Smart Cities8 May 2024 0 repositories listed
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VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting7 May 2024 0 repositories listed