Effective Benchmarks for Optical Turbulence Modeling Jan 7, 2024 Time Series Forecasting Time Series Regression
Code Code Available The Rise of Diffusion Models in Time-Series Forecasting Jan 5, 2024 Time Series Time Series Analysis
Code Code Available U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting Jan 4, 2024 Time Series Time Series Forecasting
Code Code Available Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels Jan 3, 2024 Computational Efficiency Decoder
— Unverified Explainable Adaptive Tree-based Model Selection for Time Series Forecasting Jan 2, 2024 Decision Making Drift Detection
— Unverified UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio Video Point Cloud Time-Series and Image Recognition Jan 1, 2024 Time Series 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 Financial Time-Series Forecasting: Towards Synergizing Performance And Interpretability Within a Hybrid Machine Learning Approach Dec 31, 2023 Hybrid Machine Learning Time Series
— Unverified Transformer Multivariate Forecasting: Less is More? Dec 30, 2023 Temporal Sequences Time Series
Code Code Available 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 TSPP: A Unified Benchmarking Tool for Time-series Forecasting Dec 28, 2023 Benchmarking Feature Engineering
Code Code Available Learning to Embed Time Series Patches Independently Dec 27, 2023 Contrastive Learning Representation Learning
Code Code Available Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting Dec 27, 2023 Contrastive Learning Correlated Time Series Forecasting
— Unverified Attention-Enhanced Reservoir Computing Dec 27, 2023 Prediction Temporal Sequences
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 Anticipating dengue outbreaks using a novel hybrid ARIMA-ARNN model with exogenous variables Dec 23, 2023 Time Series Time Series Forecasting
Code Code Available Deep Non-Parametric Time Series Forecaster Dec 22, 2023 Time Series Time Series Forecasting
— Unverified Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting Dec 22, 2023 Multivariate Time Series Forecasting Prediction
— Unverified Fine-grained Forecasting Models Via Gaussian Process Blurring Effect Dec 21, 2023 Denoising Image Generation
Code Code Available AutoXPCR: Automated Multi-Objective Model Selection for Time Series Forecasting Dec 20, 2023 AutoML Meta-Learning
Code Code Available Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting Dec 14, 2023 Management Representation Learning
Code Code Available auto-sktime: Automated Time Series Forecasting Dec 13, 2023 AutoML Bayesian Optimization
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 TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting Dec 11, 2023 Decision Making Time Series
— Unverified Mixture-of-Linear-Experts for Long-term Time Series Forecasting Dec 11, 2023 Mixture-of-Experts Time Series
Code Code Available CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting Dec 11, 2023 Multivariate Time Series Forecasting Time Series
— Unverified CLeaRForecast: Contrastive Learning of High-Purity Representations for Time Series Forecasting Dec 10, 2023 Contrastive Learning Representation Learning
— Unverified Take an Irregular Route: Enhance the Decoder of Time-Series Forecasting Transformer Dec 10, 2023 Decoder Time Series
Code Code Available Enhancing Financial Data Visualization for Investment Decision-Making Dec 9, 2023 Data Visualization Decision Making
— Unverified TimeDRL: Disentangled Representation Learning for Multivariate Time-Series Dec 7, 2023 Inductive Bias Representation Learning
Code Code Available Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach Dec 4, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Enhancing Algorithm Performance Understanding through tsMorph: Generating Semi-Synthetic Time Series for Robust Forecasting Evaluation Dec 3, 2023 Synthetic Data Generation Time Series
Code Code Available MultiResFormer: Transformer with Adaptive Multi-Resolution Modeling for General Time Series Forecasting Nov 30, 2023 Time Series Time Series Forecasting
— Unverified TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare Nov 29, 2023 Diagnostic Time Series
— Unverified FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time Series Nov 28, 2023 Additive models feature selection
Code Code Available UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition Nov 27, 2023 Image Classification Object Detection
Code Code Available Satellite-based feature extraction and multivariate time-series prediction of biotoxin contamination in shellfish Nov 25, 2023 Time Series Time Series Forecasting
— Unverified Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View Nov 24, 2023 Anomaly Detection Few-Shot Learning
Code Code Available Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting Nov 21, 2023 Graph Learning Multivariate Time Series Forecasting
— Unverified TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss Nov 19, 2023 Multivariate Time Series Forecasting Time Series
— Unverified Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting Nov 16, 2023 Computational Efficiency Time Series Forecasting
— Unverified Application Research of Spline Interpolation and ARIMA in the Field of Stock Market Forecasting Nov 14, 2023 Time Series Time Series Forecasting
— Unverified A Hypothesis on Good Practices for AI-based Systems for Financial Time Series Forecasting: Towards Domain-Driven XAI Methods Nov 13, 2023 Explainable artificial intelligence Explainable Artificial Intelligence (XAI)
— Unverified FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective Nov 10, 2023 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Nov 10, 2023 Time Series Time Series Forecasting
Code Code Available Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations Nov 8, 2023 Time Series Time Series Forecasting
— Unverified Multi-resolution Time-Series Transformer for Long-term Forecasting Nov 7, 2023 Time Series Time Series Forecasting
Code Code Available An adaptive standardisation methodology for Day-Ahead electricity price forecasting Nov 5, 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 Deep Double Descent for Time Series Forecasting: Avoiding Undertrained Models Nov 2, 2023 Data Augmentation Time Series
— Unverified 