DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load Feb 21, 2024 Denoising Load Forecasting
Code Code Available BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Oct 3, 2024 Epidemiology Multivariate Time Series Forecasting
Code Code Available CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations May 25, 2025 Time Series Time Series Forecasting
Code Code Available A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective Feb 15, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis Oct 31, 2023 Contrastive Learning Self-Supervised Learning
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Jan 9, 2025 Test-time Adaptation Time Series
Code Code Available FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting Jan 23, 2025 Diversity Multivariate Time Series Forecasting
Code Code Available CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Jun 8, 2024 Attribute Mamba
Code Code Available Discrete Graph Structure Learning for Forecasting Multiple Time Series Jan 18, 2021 Graph structure learning Time Series
Code Code Available Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting May 30, 2023 Decoder Time Series
Code Code Available Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Nov 26, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Feb 18, 2025 Disentanglement Time Series
Code Code Available Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Aug 29, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Feb 22, 2023 Time Series Time Series Analysis
Code Code Available Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Feb 7, 2024 Prediction Intervals Time Series
Code Code Available A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
Code Code Available DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available Benchmarks and Custom Package for Energy Forecasting Jul 14, 2023 Feature Engineering Load Forecasting
Code Code Available Taming Local Effects in Graph-based Spatiotemporal Forecasting Feb 8, 2023 Time Series Time Series Forecasting
Code Code Available ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Nov 3, 2023 Bayesian Inference Time Series
Code Code Available TCCT: Tightly-Coupled Convolutional Transformer on Time Series Forecasting Aug 29, 2021 Time Series Time Series Analysis
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations May 1, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Oct 30, 2024 Irregular Time Series Missing Values
Code Code Available Multi-modal learning for geospatial vegetation forecasting Mar 28, 2023 Humanitarian Time Series
Code Code Available First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting Dec 15, 2022 Time Series Time Series Analysis
Code Code Available Adjusting for Autocorrelated Errors in Neural Networks for Time Series Jan 28, 2021 Time Series Time Series Analysis
Code Code Available Forecasting with Deep Learning Feb 17, 2023 Deep Learning Time Series
Code Code Available The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting Apr 11, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting May 7, 2025 Computational Efficiency Multivariate Time Series Forecasting
Code Code Available Financial time series forecasting with multi-modality graph neural network Jan 1, 2022 Graph Neural Network Time Series
Code Code Available A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting Jul 28, 2022 Conformal Prediction Decision Making
Code Code Available Channel-Aware Low-Rank Adaptation in Time Series Forecasting Jul 24, 2024 Time Series Time Series Forecasting
Code Code Available Forecasting with Hyper-Trees May 13, 2024 Inductive Bias Time Series
Code Code Available FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Dec 2, 2022 Time Series Time Series Analysis
Code Code Available FDNet: Focal Decomposed Network for Efficient, Robust and Practical Time Series Forecasting Jun 19, 2023 Inductive Bias Time Series
Code Code Available Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting Dec 27, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting May 24, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting Jul 30, 2020 Management Time Series
Code Code Available Few-Shot Forecasting of Time-Series with Heterogeneous Channels Apr 7, 2022 Classification Time Series
Code Code Available FACTS: A Factored State-Space Framework For World Modelling Oct 28, 2024 Multivariate Time Series Forecasting State Space Models
Code Code Available Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer Aug 19, 2022 Multivariate Time Series Forecasting Representation Learning
Code Code Available Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting Mar 31, 2025 energy management Time Series
Code Code Available FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting May 22, 2024 Time Series Time Series Forecasting
Code Code Available A foundation model with multi-variate parallel attention to generate neuronal activity Jun 25, 2025 Seizure Detection Time Series
Code Code Available CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables Mar 4, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting May 18, 2022 Deep Learning Dimensionality Reduction
Code Code Available ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting Feb 11, 2020 Deep Learning Time Series
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