Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability Jun 4, 2024 Kolmogorov-Arnold Networks Symbolic Regression
— Unverified Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach May 31, 2024 Decision Making Gaussian Processes
Code Code Available Share Secrets for Privacy: Confidential Forecasting with Vertical Federated Learning May 31, 2024 Federated Learning Navigate
Code Code Available FTS: A Framework to Find a Faithful TimeSieve May 30, 2024 Time Series Time Series Forecasting
— Unverified DeepHGNN: Study of Graph Neural Network based Forecasting Methods for Hierarchically Related Multivariate Time Series May 29, 2024 Graph Neural Network Time Series
— Unverified Time-Series Foundation Models for Forecasting Soil Moisture Levels in Smart Agriculture May 29, 2024 Time Series Time Series Forecasting
— Unverified ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks May 28, 2024 Multivariate Time Series Forecasting Node Regression
— Unverified Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting May 25, 2024 Mamba State Space Models
— Unverified ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning May 24, 2024 Time Series Time Series Forecasting
— Unverified Fairness Hub Technical Briefs: Definition and Detection of Distribution Shift May 23, 2024 Fairness Time Series
— Unverified Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting May 23, 2024 Time Series Time Series Analysis
— Unverified MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs May 23, 2024 Multivariate Time Series Forecasting Quantization
— Unverified In-context Time Series Predictor May 23, 2024 In-Context Learning Time Series
— Unverified Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System May 22, 2024 Time Series Time Series Forecasting
— Unverified Bond Graphs for multi-physics informed Neural Networks for multi-variate time series May 22, 2024 Graph Neural Network Inductive Bias
— Unverified Scaling-laws for Large Time-series Models May 22, 2024 Decoder Time Series
— Unverified NFCL: Simply interpretable neural networks for a short-term multivariate forecasting May 22, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting May 22, 2024 Attribute Multivariate Time Series Forecasting
— Unverified System Safety Monitoring of Learned Components Using Temporal Metric Forecasting May 21, 2024 Autonomous Driving Probabilistic Time Series Forecasting
— Unverified Enhancing Transformer-based models for Long Sequence Time Series Forecasting via Structured Matrix May 21, 2024 Computational Efficiency Time Series
Code Code Available Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven May 20, 2024 Time Series Time Series Forecasting
— Unverified Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study May 18, 2024 Time Series Time Series Forecasting
Code Code Available WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting May 17, 2024 Time Series Time Series Analysis
— Unverified Kolmogorov-Arnold Networks (KANs) for Time Series Analysis May 14, 2024 Kolmogorov-Arnold Networks Time Series
— Unverified DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting May 14, 2024 Clustering Collaborative Filtering
— Unverified Context Neural Networks: A Scalable Multivariate Model for Time Series Forecasting May 12, 2024 Time Series Time Series Forecasting
— Unverified DTMamba : Dual Twin Mamba for Time Series Forecasting May 11, 2024 Mamba Prediction
— Unverified Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting May 9, 2024 Decision Making Time Series
— Unverified Towards Invariant Time Series Forecasting in Smart Cities May 8, 2024 Management Time Series
— Unverified VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting May 7, 2024 Probabilistic Time Series Forecasting scoring rule
— Unverified ReCycle: Fast and Efficient Long Time Series Forecasting with Residual Cyclic Transformers May 6, 2024 Edge-computing Time Series
Code Code Available Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting May 6, 2024 Computational Efficiency Time Series
Code Code Available Functional Latent Dynamics for Irregularly Sampled Time Series Forecasting May 6, 2024 Astronomy Irregular Time Series
Code Code Available Interpretable Vital Sign Forecasting with Model Agnostic Attention Maps May 2, 2024 Decision Making Deep Learning
— Unverified Wildfire Risk Prediction: A Review May 2, 2024 Deep Learning Prediction
— Unverified Time Machine GPT Apr 29, 2024 Time Series Time Series Forecasting
— Unverified CVTN: Cross Variable and Temporal Integration for Time Series Forecasting Apr 29, 2024 Multivariate Time Series Forecasting Prediction
— Unverified Evaluating the effectiveness of predicting covariates in LSTM Networks for Time Series Forecasting Apr 29, 2024 Time Series Time Series Forecasting
Code Code Available Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models Apr 27, 2024 Deep Learning Hybrid Machine Learning
Code Code Available Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data Apr 26, 2024 Time Series Time Series Forecasting
— Unverified Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting Apr 26, 2024 Time Series Forecasting Uncertainty Quantification
— Unverified Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting Apr 24, 2024 Computational Efficiency Mamba
— Unverified Fourier Series Guided Design of Quantum Convolutional Neural Networks for Enhanced Time Series Forecasting Apr 23, 2024 Time Series Time Series Forecasting
— Unverified Using ARIMA to Predict the Expansion of Subscriber Data Consumption Apr 23, 2024 Decision Making Time Series
— Unverified Advancing Long-Term Multi-Energy Load Forecasting with Patchformer: A Patch and Transformer-Based Approach Apr 16, 2024 Decoder Load Forecasting
— Unverified Exploring the Role of Token in Transformer-based Time Series Forecasting Apr 16, 2024 Time Series Time Series Forecasting
— Unverified High Significant Fault Detection in Azure Core Workload Insights Apr 14, 2024 Fault Detection Time Series
— Unverified The impact of data set similarity and diversity on transfer learning success in time series forecasting Apr 9, 2024 Diversity Time Series
— Unverified Some variation of COBRA in sequential learning setup Apr 7, 2024 Bayesian Optimisation Load Forecasting
— Unverified Supervised Autoencoder MLP for Financial Time Series Forecasting Apr 2, 2024 Time Series Time Series Forecasting
— Unverified 