DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load Feb 21, 2024 Denoising Load Forecasting
Code Code Available 5 BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Oct 3, 2024 Epidemiology Multivariate Time Series Forecasting
Code Code Available 5 Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting Oct 8, 2024 Decoder Denoising
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 Exploring the Advantages of Transformers for High-Frequency Trading Feb 20, 2023 Decoder Position
Code Code Available 5 Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
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 Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Dec 15, 2022 Decoder Saliency Detection
Code Code Available 5 PrimeNet: Pre-Training for Irregular Multivariate Time Series Jun 26, 2023 Contrastive Learning Irregular Time Series
Code Code Available 5 Discrete Graph Structure Learning for Forecasting Multiple Time Series Jan 18, 2021 Graph structure learning Time Series
Code Code Available 5 Probabilistic Decomposition Transformer for Time Series Forecasting Oct 31, 2022 Time Series Time Series Analysis
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 CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations May 25, 2025 Time Series Time Series Forecasting
Code Code Available 5 CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting May 20, 2023 Time Series Time Series Forecasting
Code Code Available 5 CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Jun 8, 2024 Attribute Mamba
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 DiTEC-WDN: A Large-Scale Dataset of Hydraulic Scenarios across Multiple Water Distribution Networks Mar 21, 2025 Time Series Forecasting
Code Code Available 5 Benchmarks and Custom Package for Energy Forecasting Jul 14, 2023 Feature Engineering Load Forecasting
Code Code Available 5 MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available 5 Meta-learning framework with applications to zero-shot time-series forecasting Feb 7, 2020 Meta-Learning Time Series
Code Code Available 5 Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning Jun 13, 2024 Out-of-Distribution Generalization Time Series
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 An Evaluation of Deep Learning Models for Stock Market Trend Prediction Aug 22, 2024 Denoising Time Series
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 FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Dec 2, 2022 Time Series Time Series Analysis
Code Code Available 5 Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting May 30, 2023 Decoder Time Series
Code Code Available 5 Adjusting for Autocorrelated Errors in Neural Networks for Time Series Jan 28, 2021 Time Series Time Series Analysis
Code Code Available 5 MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF Jan 15, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available 5 Probabilistic Time Series Forecasting with Structured Shape and Temporal Diversity Oct 14, 2020 Diversity Point Processes
Code Code Available 5 Ensembles of Localised Models for Time Series Forecasting Dec 30, 2020 Clustering Time Series
Code Code Available 5 Prediction of the Position of External Markers Using a Recurrent Neural Network Trained With Unbiased Online Recurrent Optimization for Safe Lung Cancer Radiotherapy Jun 2, 2021 Multivariate Time Series Forecasting Position
Code Code Available 5 Ensemble Conformalized Quantile Regression for Probabilistic Time Series Forecasting Feb 17, 2022 Conformal Prediction Prediction Intervals
Code Code Available 5 Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Apr 10, 2025 Multimodal Large Language Model Time Series
Code Code Available 5 Predictive Modeling of Menstrual Cycle Length: A Time Series Forecasting Approach Jun 11, 2023 regression 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 A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecasting Jul 28, 2022 Conformal Prediction Decision Making
Code Code Available 5 Monash Time Series Forecasting Archive May 14, 2021 Missing Values Time Series
Code Code Available 5 Channel-Aware Low-Rank Adaptation in Time Series Forecasting Jul 24, 2024 Time Series Time Series Forecasting
Code Code Available 5 Practical Forecasting of Cryptocoins Timeseries using Correlation Patterns Sep 5, 2024 Time Series Time Series Forecasting
Code Code Available 5 Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Nov 7, 2024 Anomaly Detection Classification
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 A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting May 24, 2023 Multivariate Time Series Forecasting Time Series
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 PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer Aug 9, 2023 Computational Efficiency Multivariate Time Series Forecasting
Code Code Available 5 Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution Aug 15, 2023 Data Ablation Load Forecasting
Code Code Available 5 Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available 5 A foundation model with multi-variate parallel attention to generate neuronal activity Jun 25, 2025 Seizure Detection Time Series
Code Code Available 5 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 5 PeakWeather: MeteoSwiss Weather Station Measurements for Spatiotemporal Deep Learning Jun 16, 2025 Deep Learning Graph structure learning
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