Browse State-of-the-Art › Time Series Forecasting › Papers, page 10
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 10 of 17: papers 901 to 1,000 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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EasyTime: Time Series Forecasting Made Easy23 Dec 2024 0 repositories listed
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Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning23 Dec 2024 0 repositories listed
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TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation21 Dec 2024 0 repositories listed
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A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment19 Dec 2024 0 repositories listed
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Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine19 Dec 2024 0 repositories listed
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Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks19 Dec 2024 0 repositories listed
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A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting17 Dec 2024 0 repositories listed
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Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting16 Dec 2024 0 repositories listed
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Learning Latent Spaces for Domain Generalization in Time Series Forecasting15 Dec 2024 0 repositories listed
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Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting12 Dec 2024 0 repositories listed
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Accurate Prediction of Temperature Indicators in Eastern China Using a Multi-Scale CNN-LSTM-Attention model11 Dec 2024 0 repositories listed
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Advancing clinical trial outcomes using deep learning and predictive modelling: bridging precision medicine and patient-centered care9 Dec 2024 0 repositories listed
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Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond8 Dec 2024 0 repositories listed
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Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization6 Dec 2024 0 repositories listed
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KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction6 Dec 2024 0 repositories listed
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Rethinking Time Series Forecasting with LLMs via Nearest Neighbor Contrastive Learning6 Dec 2024 0 repositories listed
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Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data4 Dec 2024 0 repositories listed
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LLMForecaster: Improving Seasonal Event Forecasts with Unstructured Textual Data3 Dec 2024 0 repositories listed
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Fine-Tuning Pre-trained Large Time Series Models for Prediction of Wind Turbine SCADA Data30 Nov 2024 0 repositories listed
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Signal Processing over Time-Varying Graphs: A Systematic Review30 Nov 2024 0 repositories listed
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An Adversarial Learning Approach to Irregular Time-Series Forecasting28 Nov 2024 0 repositories listed
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Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series26 Nov 2024 0 repositories listed
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Enhancing Project Performance Forecasting using Machine Learning Techniques26 Nov 2024 0 repositories listed
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MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting26 Nov 2024 0 repositories listed
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Time-Series Forecasting in Smart Manufacturing Systems: An Experimental Evaluation of the State-of-the-art Algorithms26 Nov 2024 0 repositories listed
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Beyond Data Scarcity: A Frequency-Driven Framework for Zero-Shot Forecasting24 Nov 2024 0 repositories listed
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LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting24 Nov 2024 0 repositories listed
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Tackling Data Heterogeneity in Federated Time Series Forecasting24 Nov 2024 0 repositories listed
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From RNNs to Foundation Models: An Empirical Study on Commercial Building Energy Consumption21 Nov 2024 0 repositories listed
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Forecasting Application Counts in Talent Acquisition Platforms: Harnessing Multimodal Signals using LMs19 Nov 2024 0 repositories listed
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A Hybrid Loss Framework for Decomposition-based Time Series Forecasting Methods: Balancing Global and Component Errors18 Nov 2024 0 repositories listed
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Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting17 Nov 2024 0 repositories listed
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FlowScope: Enhancing Decision Making by Time Series Forecasting based on Prediction Optimization using HybridFlow Forecast Framework16 Nov 2024 0 repositories listed
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Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset15 Nov 2024 0 repositories listed
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On the Cost of Model-Serving Frameworks: An Experimental Evaluation15 Nov 2024 0 repositories listed
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Leveraging LSTM for Predictive Modeling of Satellite Clock Bias11 Nov 2024 0 repositories listed
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ODEStream: A Buffer-Free Online Learning Framework with ODE-based Adaptor for Streaming Time Series Forecasting11 Nov 2024 0 repositories listed
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Local vs. Global Models for Hierarchical Forecasting10 Nov 2024 0 repositories listed
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A Survey on Kolmogorov-Arnold Network9 Nov 2024 0 repositories listed
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BreakGPT: Leveraging Large Language Models for Predicting Asset Price Surges9 Nov 2024 0 repositories listed
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EffiCANet: Efficient Time Series Forecasting with Convolutional Attention7 Nov 2024 0 repositories listed
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Series-to-Series Diffusion Bridge Model7 Nov 2024 0 repositories listed
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Fully Automated Correlated Time Series Forecasting in Minutes6 Nov 2024 0 repositories listed
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Supervised Autoencoders with Fractionally Differentiated Features and Triple Barrier Labelling Enhance Predictions on Noisy Data6 Nov 2024 0 repositories listed
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A Mamba Foundation Model for Time Series Forecasting5 Nov 2024 0 repositories listed
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Energy Price Modelling: A Comparative Evaluation of four Generations of Forecasting Methods5 Nov 2024 0 repositories listed
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PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting3 Nov 2024 0 repositories listed
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FinBERT-BiLSTM: A Deep Learning Model for Predicting Volatile Cryptocurrency Market Prices Using Market Sentiment Dynamics2 Nov 2024 0 repositories listed
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Text2Freq: Learning Series Patterns from Text via Frequency Domain1 Nov 2024 0 repositories listed
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RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting31 Oct 2024 0 repositories listed
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LSEAttention is All You Need for Time Series Forecasting31 Oct 2024 0 repositories listed
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DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting30 Oct 2024 0 repositories listed
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EF-LLM: Energy Forecasting LLM with AI-assisted Automation, Enhanced Sparse Prediction, Hallucination Detection30 Oct 2024 0 repositories listed
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Generative forecasting of brain activity enhances Alzheimer's classification and interpretation30 Oct 2024 0 repositories listed
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Sequential Order-Robust Mamba for Time Series Forecasting30 Oct 2024 0 repositories listed
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A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification29 Oct 2024 0 repositories listed
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Fourier Head: Helping Large Language Models Learn Complex Probability Distributions29 Oct 2024 0 repositories listed
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Deconfounding Time Series Forecasting27 Oct 2024 0 repositories listed
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TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting27 Oct 2024 0 repositories listed
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A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges24 Oct 2024 0 repositories listed
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TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting24 Oct 2024 0 repositories listed
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Predicting Company Growth by Econophysics informed Machine Learning23 Oct 2024 0 repositories listed
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Neuroevolution Neural Architecture Search for Evolving RNNs in Stock Return Prediction and Portfolio Trading22 Oct 2024 0 repositories listed
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Forecasting Opioid Incidents for Rapid Actionable Data for Opioid Response in Kentucky21 Oct 2024 0 repositories listed
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Future-Guided Learning: A Predictive Approach To Enhance Time-Series Forecasting19 Oct 2024 0 repositories listed
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HiPPO-KAN: Efficient KAN Model for Time Series Analysis19 Oct 2024 0 repositories listed
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Transfer Learning on Transformers for Building Energy Consumption Forecasting -- A Comparative Study18 Oct 2024 0 repositories listed
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XForecast: Evaluating Natural Language Explanations for Time Series Forecasting18 Oct 2024 0 repositories listed
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Context Matters: Leveraging Contextual Features for Time Series Forecasting16 Oct 2024 0 repositories listed
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FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting15 Oct 2024 0 repositories listed
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Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations15 Oct 2024 0 repositories listed
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UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba15 Oct 2024 0 repositories listed
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MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting11 Oct 2024 0 repositories listed
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On the Convergence of (Stochastic) Gradient Descent for Kolmogorov--Arnold Networks10 Oct 2024 0 repositories listed
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Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework8 Oct 2024 0 repositories listed
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Navigating Inflation in Ghana: How Can Machine Learning Enhance Economic Stability and Growth Strategies8 Oct 2024 0 repositories listed
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Density estimation with LLMs: a geometric investigation of in-context learning trajectories7 Oct 2024 0 repositories listed
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TimeCNN: Refining Cross-Variable Interaction on Time Point for Time Series Forecasting7 Oct 2024 0 repositories listed
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Beyond Forecasting: Compositional Time Series Reasoning for End-to-End Task Execution5 Oct 2024 0 repositories listed
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Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting4 Oct 2024 0 repositories listed
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Mathematical Formalism for Memory Compression in Selective State Space Models4 Oct 2024 0 repositories listed
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Metadata Matters for Time Series: Informative Forecasting with Transformers4 Oct 2024 0 repositories listed
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Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs4 Oct 2024 0 repositories listed
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Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting3 Oct 2024 0 repositories listed
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Learning K-U-Net with constant complexity: An Application to time series forecasting3 Oct 2024 0 repositories listed
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FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting2 Oct 2024 0 repositories listed
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TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting2 Oct 2024 0 repositories listed
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Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting30 Sep 2024 0 repositories listed
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KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators29 Sep 2024 0 repositories listed
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Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model27 Sep 2024 0 repositories listed
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Volatility Forecasting in Global Financial Markets Using TimeMixer27 Sep 2024 0 repositories listed
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Pre-Finetuning with Impact Duration Awareness for Stock Movement Prediction25 Sep 2024 0 repositories listed
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Double-Path Adaptive-correlation Spatial-Temporal Inverted Transformer for Stock Time Series Forecasting24 Sep 2024 0 repositories listed
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Generative AI-driven forecasting of oil production24 Sep 2024 0 repositories listed
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Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online23 Sep 2024 0 repositories listed
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TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models23 Sep 2024 0 repositories listed
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Test Time Learning for Time Series Forecasting21 Sep 2024 0 repositories listed
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Recurrent Interpolants for Probabilistic Time Series Prediction18 Sep 2024 0 repositories listed
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Implicit Reasoning in Deep Time Series Forecasting17 Sep 2024 0 repositories listed
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Towards Time Series Reasoning with LLMs17 Sep 2024 0 repositories listed