RHiOTS: A Framework for Evaluating Hierarchical Time Series Forecasting Algorithms Aug 6, 2024 Time Series Time Series Forecasting
— Unverified Hedge Fund Portfolio Construction Using PolyModel Theory and iTransformer Aug 6, 2024 Time Series Time Series Forecasting
— Unverified DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Aug 5, 2024 Position Sparse Learning
Code Code Available AutoPV: Automatically Design Your Photovoltaic Power Forecasting Model Aug 1, 2024 Neural Architecture Search Time Series Forecasting
— Unverified Fi^2VTS: Time Series Forecasting Via Capturing Intra- and Inter-Variable Variations in the Frequency Domain Jul 31, 2024 Time Series Time Series Forecasting
Code Code Available A federated large language model for long-term time series forecasting Jul 30, 2024 Language Modeling Language Modelling
— Unverified Analyzing Customer-Facing Vendor Experiences with Time Series Forecasting and Monte Carlo Techniques Jul 30, 2024 Time Series Time Series Forecasting
— Unverified Time series forecasting with high stakes: A field study of the air cargo industry Jul 29, 2024 Decision Making Demand Forecasting
— Unverified Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jul 29, 2024 Time Series Time Series Forecasting
— Unverified DAM: Towards A Foundation Model for Time Series Forecasting Jul 25, 2024 Imputation Time Series
— Unverified Channel-Aware Low-Rank Adaptation in Time Series Forecasting Jul 24, 2024 Time Series Time Series Forecasting
Code Code Available Can time series forecasting be automated? A benchmark and analysis Jul 23, 2024 Benchmarking Decision Making
— Unverified A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting Jul 22, 2024 Decision Making Explainable artificial intelligence
— Unverified Deep State Space Recurrent Neural Networks for Time Series Forecasting Jul 21, 2024 Kolmogorov-Arnold Networks State Space Models
— Unverified HyperbolicLR: Epoch insensitive learning rate scheduler Jul 21, 2024 image-classification Image Classification
Code Code Available FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting Jul 20, 2024 Mamba Multivariate Time Series Forecasting
— Unverified Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference Jul 19, 2024 counterfactual Counterfactual Inference
— Unverified Physical Data Embedding for Memory Efficient AI Jul 19, 2024 Physics-informed machine learning Time Series
— Unverified Long Input Sequence Network for Long Time Series Forecasting Jul 18, 2024 Time Series Time Series Forecasting
— Unverified Revisiting Attention for Multivariate Time Series Forecasting Jul 18, 2024 Multivariate Time Series Forecasting Time Series
Code Code Available Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift Jul 18, 2024 Multivariate Time Series Forecasting Time Series
— Unverified DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection Jul 18, 2024 Deep Reinforcement Learning Time Series
— Unverified Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting Jul 17, 2024 All Time Series
Code Code Available Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors Jul 16, 2024 GPU Neural Network Compression
— Unverified Multistep Brent Oil Price Forecasting with a Multi-Aspect Meta-heuristic Optimization and Ensemble Deep Learning Model Jul 15, 2024 energy trading feature selection
— Unverified Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks Jul 15, 2024 Time Series Time Series Forecasting
— Unverified ISMRNN: An Implicitly Segmented RNN Method with Mamba for Long-Term Time Series Forecasting Jul 15, 2024 Mamba Segmentation
— Unverified xLSTMTime : Long-term Time Series Forecasting With xLSTM Jul 14, 2024 Time Series Time Series Forecasting
Code Code Available Comparative analysis of Mixed-Data Sampling (MIDAS) model compared to Lag-Llama model for inflation nowcasting Jul 11, 2024 model regression
— Unverified Toto: Time Series Optimized Transformer for Observability Jul 10, 2024 Time Series Time Series Forecasting
— Unverified ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting Jul 10, 2024 Time Series Time Series Analysis
Code Code Available Time Series Dataset for Modeling and Forecasting of N_2O in Wastewater Treatment Jul 8, 2024 Time Series Time Series Forecasting
— Unverified Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT Jul 6, 2024 Quantization Time Series
— Unverified Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing Jul 3, 2024 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 Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting Jul 2, 2024 Time Series Time Series Forecasting
— Unverified SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks Jul 2, 2024 Multivariate Time Series Forecasting Representation Learning
Code Code Available A new Takagi–Sugeno–Kang model for time series forecasting Jul 1, 2024 Time Series Time Series Forecasting
Code Code Available Macroeconomic Forecasting with Large Language Models Jul 1, 2024 Time Series Time Series Forecasting
— Unverified MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge Jul 1, 2024 Model Predictive Control Scheduling
Code Code Available NourishNet: Proactive Severity State Forecasting of Food Commodity Prices for Global Warning Systems Jun 30, 2024 Time Series Time Series Forecasting
— Unverified Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization Jun 29, 2024 Dynamic Time Warping Prediction
Code Code Available Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting Jun 29, 2024 Time Series Time Series Forecasting
Code Code Available SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series Jun 25, 2024 Kolmogorov-Arnold Networks 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 Forecasting with Deep Learning: Beyond Average of Average of Average Performance Jun 24, 2024 Time Series Forecasting Univariate Time Series Forecasting
Code Code Available Conformal time series decomposition with component-wise exchangeability Jun 24, 2024 Conformal Prediction Prediction
Code Code Available Are Language Models Actually Useful for Time Series Forecasting? Jun 22, 2024 Time Series Time Series Forecasting
Code Code Available Recurrent Stochastic Configuration Networks for Temporal Data Analytics Jun 21, 2024 Time Series Forecasting
— Unverified Enhancing reliability in prediction intervals using point forecasters: Heteroscedastic Quantile Regression and Width-Adaptive Conformal Inference Jun 21, 2024 Prediction Prediction Intervals
Code Code Available 