CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting May 20, 2023 Time Series Time Series Forecasting
Code Code Available 5 Embedded feature selection in LSTM networks with multi-objective evolutionary ensemble learning for time series forecasting Dec 29, 2023 Attribute Ensemble Learning
Code Code Available 5 Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation Jan 9, 2025 Test-time Adaptation Time Series
Code Code Available 5 Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Jun 28, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available 5 BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis Oct 31, 2023 Contrastive Learning Self-Supervised Learning
Code Code Available 5 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 5 Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series Feb 7, 2024 Prediction Intervals Time Series
Code Code Available 5 A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Nov 5, 2022 Anomaly Detection regression
Code Code Available 5 BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Oct 3, 2024 Epidemiology Multivariate Time Series Forecasting
Code Code Available 5 An Analysis of Linear Time Series Forecasting Models Mar 21, 2024 Form regression
Code Code Available 5 An Evaluation of Deep Learning Models for Stock Market Trend Prediction Aug 22, 2024 Denoising Time Series
Code Code Available 5 Ensembles of Localised Models for Time Series Forecasting Dec 30, 2020 Clustering Time Series
Code Code Available 5 Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting Oct 25, 2024 Deep Reinforcement Learning Time Series
Code Code Available 5 Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available 5 TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available 5 Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting Dec 14, 2023 Management Representation Learning
Code Code Available 5 Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Sep 29, 2024 Time Series Time Series Forecasting
Code Code Available 5 LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting Oct 15, 2024 Time Series Time Series Forecasting
Code Code Available 5 Learning Fast and Slow for Online Time Series Forecasting Feb 23, 2022 Time Series Time Series Analysis
Code Code Available 5 Learning Gaussian Mixture Representations for Tensor Time Series Forecasting Jun 1, 2023 Representation Learning Time Series
Code Code Available 5 EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task Apr 16, 2021 Crop Yield Prediction Earth Surface Forecasting
Code Code Available 5 Long-term series forecasting with Query Selector -- efficient model of sparse attention Jul 19, 2021 Multivariate Time Series Forecasting Time Series
Code Code Available 5 LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting May 16, 2024 In-Context Learning Time Series
Code Code Available 5 auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
Code Code Available 5 A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction Jan 31, 2024 Decoder Graph Learning
Code Code Available 5 FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting May 22, 2024 Time Series Time Series Forecasting
Code Code Available 5 Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Dec 6, 2021 Graph Learning Inductive Bias
Code Code Available 5 Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer Aug 19, 2022 Multivariate Time Series Forecasting Representation Learning
Code Code Available 5 An Experimental Review on Deep Learning Architectures for Time Series Forecasting Mar 22, 2021 Deep Learning Time Series
Code Code Available 5 FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting Dec 27, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Autoregressive Moving-average Attention Mechanism for Time Series Forecasting Oct 4, 2024 Decoder Time Series
Code Code Available 5 Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting May 22, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available 5 MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available 5 Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting Jul 4, 2023 Decoder Time Series
Code Code Available 5 Adversarial Sparse Transformer for Time Series Forecasting Dec 1, 2020 Multivariate Time Series Forecasting Prediction
Code Code Available 5 Few-Shot Forecasting of Time-Series with Heterogeneous Channels Apr 7, 2022 Classification Time Series
Code Code Available 5 Learning to Embed Time Series Patches Independently Dec 27, 2023 Contrastive Learning Representation Learning
Code Code Available 5 Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available 5 D-PAD: Deep-Shallow Multi-Frequency Patterns Disentangling for Time Series Forecasting Mar 26, 2024 Time Series Time Series Forecasting
Code Code Available 5 Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting Dec 11, 2024 Adversarial Attack Time Series
Code Code Available 5 An Open Source and Reproducible Implementation of LSTM and GRU Networks for Time Series Forecasting Jun 22, 2022 Time Series Time Series Analysis
Code Code Available 5 KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting Jun 10, 2025 Computational Efficiency Mamba
Code Code Available 5 Do We Really Need Deep Learning Models for Time Series Forecasting? Jan 6, 2021 Deep Learning regression
Code Code Available 5 Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Jun 29, 2024 Dynamic Time Warping Prediction
Code Code Available 5 DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available 5 Financial time series forecasting with multi-modality graph neural network Jan 1, 2022 Graph Neural Network Time Series
Code Code Available 5 Time series forecasting with Gaussian Processes needs priors Sep 17, 2020 Gaussian Processes Time Series
Code Code Available 5 Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Feb 22, 2023 Time Series Time Series Analysis
Code Code Available 5 Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available 5 K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting May 29, 2025 Decision Making Probabilistic Time Series Forecasting
Code Code Available 5 