TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Mar 14, 2024 Computational Efficiency Mamba
Code Code Available SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters May 2, 2024 Time Series Time Series Forecasting
Code Code Available SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion Apr 22, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting Jun 29, 2024 Time Series Time Series Forecasting
Code Code Available The Rise of Diffusion Models in Time-Series Forecasting Jan 5, 2024 Time Series Time Series Analysis
Code Code Available MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Oct 2, 2024 Multivariate Time Series Forecasting Multivariate Time Series Forecastingm
Code Code Available ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Nov 4, 2024 Position Time Series
Code Code Available The Tabular Foundation Model TabPFN Outperforms Specialized Time Series Forecasting Models Based on Simple Features Jan 6, 2025 Feature Engineering Time Series
Code Code Available TSI-Bench: Benchmarking Time Series Imputation Jun 18, 2024 Benchmarking Deep Learning
Code Code Available Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting Jan 28, 2025 Specificity Time Series
Code Code Available PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Aug 20, 2024 Multivariate Time Series Forecasting Temporal Sequences
Code Code Available Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Jun 18, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting Dec 11, 2024 Time Series Time Series Forecasting
Code Code Available DeTPP: Leveraging Object Detection for Robust Long-Horizon Event Prediction Aug 23, 2024 Diversity Point Processes
Code Code Available Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting Jul 21, 2023 Imputation Probabilistic Time Series Forecasting
Code Code Available Learning Deep Time-index Models for Time Series Forecasting Jul 13, 2022 Inductive Bias Meta-Learning
Code Code Available Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Oct 31, 2024 Time Series Time Series Forecasting
Code Code Available PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting Sep 26, 2024 Time Series Time Series Forecasting
Code Code Available Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators May 23, 2024 image-classification Image Classification
Code Code Available One Fits All:Power General Time Series Analysis by Pretrained LM Feb 23, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Probabilistic Time Series Forecasting with Implicit Quantile Networks Jul 8, 2021 Probabilistic Time Series Forecasting Time Series
Code Code Available DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks Apr 13, 2017 Multivariate Time Series Forecasting Probabilistic Time Series Forecasting
Code Code Available Non-stationary Diffusion For Probabilistic Time Series Forecasting May 7, 2025 Denoising Probabilistic Time Series Forecasting
Code Code Available N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Jan 30, 2022 Time Series Time Series Analysis
Code Code Available Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting May 28, 2022 Time Series Time Series Analysis
Code Code Available PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Oct 1, 2023 Time Series Time Series Forecasting
Code Code Available Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Jun 18, 2022 Graph Learning Graph Neural Network
Code Code Available Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows Feb 14, 2020 Decision Making Multivariate Time Series Forecasting
Code Code Available MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing Feb 9, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available MoFE-Time: Mixture of Frequency Domain Experts for Time-Series Forecasting Models Jul 9, 2025 Mixture-of-Experts Time Series
Code Code Available Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Feb 7, 2024 Contrastive Learning Prediction
Code Code Available Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Apr 21, 2020 BIG-bench Machine Learning Deep Learning
Code Code Available Patch-wise Structural Loss for Time Series Forecasting Mar 2, 2025 Time Series Time Series Forecasting
Code Code Available ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons Oct 11, 2023 Benchmarking Position
Code Code Available MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting May 26, 2024 Mamba State Space Models
Code Code Available Context is Key: A Benchmark for Forecasting with Essential Textual Information Oct 24, 2024 Decision Making Time Series
Code Code Available MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Mar 9, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available Large language models can be zero-shot anomaly detectors for time series? May 23, 2024 Anomaly Detection Language Modeling
Code Code Available Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt Mar 22, 2024 Data Augmentation Time Series
Code Code Available Model scale versus domain knowledge in statistical forecasting of chaotic systems Mar 13, 2023 Time Series Time Series Analysis
Code Code Available KAN4TSF: Are KAN and KAN-based models Effective for Time Series Forecasting? Aug 21, 2024 Mixture-of-Experts Time Series
Code Code Available LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available Large Language Models Are Zero-Shot Time Series Forecasters Oct 11, 2023 Imputation Time Series
Code Code Available Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Apr 24, 2024 Drug Design Inductive Bias
Code Code Available Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Oct 13, 2024 Time Series Time Series Forecasting
Code Code Available CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Feb 3, 2022 Contrastive Learning Representation Learning
Code Code Available Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting Feb 2, 2023 Decoder Multivariate Time Series Forecasting
Code Code Available MSGNet: Learning Multi-Scale Inter-Series Correlations for Multivariate Time Series Forecasting Dec 31, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Minusformer: Improving Time Series Forecasting by Progressively Learning Residuals Feb 4, 2024 Ensemble Learning Time Series
Code Code Available HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Jun 20, 2024 Benchmarking Point Processes
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