A Primer on Temporal Graph Learning Jan 8, 2024 Graph Learning Time Series
— Unverified Predicting the structure of dynamic graphs Jan 8, 2024 Incremental Learning Link Prediction
— Unverified Effective Benchmarks for Optical Turbulence Modeling Jan 7, 2024 Time Series Forecasting Time Series Regression
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 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 TSPP: A Unified Benchmarking Tool for Time-series Forecasting Dec 28, 2023 Benchmarking Feature Engineering
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 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 Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting Dec 11, 2023 Multivariate Time Series Forecasting 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 TPRNN: A Top-Down Pyramidal Recurrent Neural Network for Time Series Forecasting Dec 11, 2023 Decision Making Time Series
— Unverified CLeaRForecast: Contrastive Learning of High-Purity Representations for Time Series Forecasting Dec 10, 2023 Contrastive Learning Representation Learning
— Unverified Enhancing Financial Data Visualization for Investment Decision-Making Dec 9, 2023 Data Visualization Decision Making
— Unverified 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 Satellite-based feature extraction and multivariate time-series prediction of biotoxin contamination in shellfish Nov 25, 2023 Time Series Time Series Forecasting
— Unverified 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 Long-term Time Series Forecasting based on Decomposition and Neural Ordinary Differential Equations Nov 8, 2023 Time Series Time Series Forecasting
— Unverified An adaptive standardisation methodology for Day-Ahead electricity price forecasting Nov 5, 2023 Time Series Time Series Forecasting
Code Code Available Deep Double Descent for Time Series Forecasting: Avoiding Undertrained Models Nov 2, 2023 Data Augmentation Time Series
— Unverified WinNet: Make Only One Convolutional Layer Effective for Time Series Forecasting Nov 1, 2023 Time Series Time Series Forecasting
Code Code Available A Systematic Review for Transformer-based Long-term Series Forecasting Oct 31, 2023 Time Series Time Series Analysis
— Unverified AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data Oct 31, 2023 Multivariate Time Series Forecasting Time Series
— Unverified Progressive Neural Network for Multi-Horizon Time Series Forecasting Oct 30, 2023 Time Series Time Series Forecasting
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 Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting Oct 26, 2023 Feature Importance feature selection
— Unverified Quantum Long Short-Term Memory (QLSTM) vs Classical LSTM in Time Series Forecasting: A Comparative Study in Solar Power Forecasting Oct 25, 2023 Benchmarking Hyperparameter Optimization
— Unverified Attention-Based Ensemble Pooling for Time Series Forecasting Oct 24, 2023 Time Series Time Series Forecasting
Code Code Available Grid Frequency Forecasting in University Campuses using Convolutional LSTM Oct 24, 2023 Time Series Time Series Forecasting
— Unverified Stock Market Directional Bias Prediction Using ML Algorithms Oct 24, 2023 Algorithmic Trading Prediction
— Unverified Graph Deep Learning for Time Series Forecasting Oct 24, 2023 Deep Learning Inductive Bias
— Unverified Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting Oct 22, 2023 Multivariate Time Series Forecasting Time Series
— Unverified Is Channel Independent strategy optimal for Time Series Forecasting? Oct 18, 2023 Clustering Time Series
— Unverified Large Language Model Prediction Capabilities: Evidence from a Real-World Forecasting Tournament Oct 17, 2023 Language Modeling Language Modelling
— Unverified XRMDN: An Extended Recurrent Mixture Density Network for Short-Term Probabilistic Rider Demand Forecasting with High Volatility Oct 15, 2023 Decision Making Demand Forecasting
— Unverified ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning Oct 14, 2023 Time Series Time Series Forecasting
— Unverified A novel decomposed-ensemble time series forecasting framework: capturing underlying volatility information Oct 13, 2023 Time Series Time Series Forecasting
— Unverified 