Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available Efficient Certified Training and Robustness Verification of Neural ODEs Mar 9, 2023 Time Series Time Series Analysis
Code Code Available Effective Benchmarks for Optical Turbulence Modeling Jan 7, 2024 Time Series Forecasting Time Series Regression
Code Code Available AMLNet: Adversarial Mutual Learning Neural Network for Non-AutoRegressive Multi-Horizon Time Series Forecasting Oct 30, 2023 Decoder Diversity
Code Code Available EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions Dec 16, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Mar 11, 2025 Multivariate Time Series Forecasting Time Series
Code Code Available Meta-learning and Data Augmentation for Stress Testing Forecasting Models Jun 24, 2024 Data Augmentation Meta-Learning
Code Code Available Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics Nov 19, 2018 Precipitation Forecasting Time Series Analysis
Code Code Available Attention-Based Ensemble Pooling for Time Series Forecasting Oct 24, 2023 Time Series Time Series Forecasting
Code Code Available MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge Jul 1, 2024 Model Predictive Control Scheduling
Code Code Available MAGMA: Inference and Prediction with Multi-Task Gaussian Processes Jul 21, 2020 Gaussian Processes Prediction
Code Code Available Machine Learning vs Statistical Methods for Time Series Forecasting: Size Matters Sep 29, 2019 BIG-bench Machine Learning Time Series
Code Code Available Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting Oct 4, 2024 tensor algebra Time Series
Code Code Available EasyMLServe: Easy Deployment of REST Machine Learning Services Nov 26, 2022 Instance Segmentation Semantic Segmentation
Code Code Available Revealing the Power of Masked Autoencoders in Traffic Forecasting Sep 26, 2023 Decoder Multivariate Time Series Forecasting
Code Code Available LMS-AutoTSF: Learnable Multi-Scale Decomposition and Integrated Autocorrelation for Time Series Forecasting Dec 9, 2024 Time Series Time Series Forecasting
Code Code Available A Memory-Network Based Solution for Multivariate Time-Series Forecasting Sep 6, 2018 Multivariate Time Series Forecasting Question Answering
Code Code Available Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting Aug 7, 2024 Time Series Time Series Forecasting
Code Code Available LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law Feb 1, 2024 Language Modeling Language Modelling
Code Code Available Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models May 31, 2025 Sensitivity Time Series
Code Code Available Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting Feb 11, 2025 Computational Efficiency Time Series Forecasting
Code Code Available Leveraging External Factors in Household-Level Electrical Consumption Forecasting using Hypernetworks Jun 17, 2025 energy management Time Series Forecasting
Code Code Available Transformer Multivariate Forecasting: Less is More? Dec 30, 2023 Temporal Sequences Time Series
Code Code Available Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks Jan 25, 2024 Time Series Time Series Forecasting
Code Code Available Less is more: Embracing sparsity and interpolation with Esiformer for time series forecasting Oct 8, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Robust Multi-Modal Forecasting: Integrating Static and Dynamic Features May 21, 2025 Time Series Time Series Forecasting
Code Code Available Transformers predicting the future. Applying attention in next-frame and time series forecasting Aug 18, 2021 Dimensionality Reduction Time Series
Code Code Available Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study Jun 13, 2023 Data Augmentation Time Series
Code Code Available DynaConF: Dynamic Forecasting of Non-Stationary Time Series Sep 17, 2022 Deep Learning Time Series
Code Code Available Balanced Graph Structure Learning for Multivariate Time Series Forecasting Jan 24, 2022 Graph Generation Graph Learning
Code Code Available Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Oct 3, 2024 Contrastive Learning Denoising
Code Code Available DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis Dec 1, 2024 Computational Efficiency Physics-informed machine learning
Code Code Available Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective Jan 27, 2023 Fairness Multivariate Time Series Forecasting
Code Code Available Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting Jun 28, 2023 All Decision Making
Code Code Available DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting Nov 3, 2019 Multivariate Time Series Forecasting Time Series
Code Code Available Rule-based Evolving Fuzzy System for Time Series Forecasting: New Perspectives Based on Type-2 Fuzzy Sets Measures Approach Feb 5, 2025 Time Series Time Series Forecasting
Code Code Available Large Scale Hierarchical Industrial Demand Time-Series Forecasting incorporating Sparsity Jul 2, 2024 Demand Forecasting Time Series
Code Code Available DroughtSet: Understanding Drought Through Spatial-Temporal Learning Dec 19, 2024 Time Series Forecasting
Code Code Available S^3Attention: Improving Long Sequence Attention with Smoothed Skeleton Sketching Aug 16, 2024 Time Series Forecasting
Code Code Available Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study May 18, 2024 Time Series Time Series Forecasting
Code Code Available Koopman Ensembles for Probabilistic Time Series Forecasting Mar 11, 2024 Probabilistic Time Series Forecasting Time Series
Code Code Available Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting Dec 11, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available DIT4BEARs Smart Roads Internship Jul 14, 2021 Friction Time Series Forecasting
Code Code Available Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Oct 13, 2021 Decoder Time Series
Code Code Available Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models May 4, 2023 Few-Shot Learning Graph Clustering
Code Code Available Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting Oct 28, 2024 Time Series Time Series Forecasting
Code Code Available Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Mar 31, 2025 Anomaly Detection Multivariate Time Series Forecasting
Code Code Available Indeterminate Probability Theory Mar 21, 2023 Classification Multivariate Time Series Forecasting
Code Code Available Variational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting Aug 28, 2024 Time Series Time Series Forecasting
Code Code Available Improving Neural Networks for Time Series Forecasting using Data Augmentation and AutoML Mar 2, 2021 AutoML BIG-bench Machine Learning
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