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 Physical Data Embedding for Memory Efficient AI Jul 19, 2024 Physics-informed machine learning Time Series
— Unverified Domain Adaptation for Industrial Time-series Forecasting via Counterfactual Inference Jul 19, 2024 counterfactual Counterfactual Inference
— Unverified Long Input Sequence Network for Long Time Series Forecasting Jul 18, 2024 Time Series Time Series Forecasting
— Unverified 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 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 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 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 Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting Jul 2, 2024 Time Series Time Series Forecasting
— Unverified Large Scale Hierarchical Industrial Demand Time-Series Forecasting incorporating Sparsity Jul 2, 2024 Demand Forecasting Time Series
Code Code Available MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge Jul 1, 2024 Model Predictive Control Scheduling
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 NourishNet: Proactive Severity State Forecasting of Food Commodity Prices for Global Warning Systems Jun 30, 2024 Time Series Time Series Forecasting
— Unverified Conformal time series decomposition with component-wise exchangeability Jun 24, 2024 Conformal Prediction Prediction
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 Meta-learning and Data Augmentation for Stress Testing Forecasting Models Jun 24, 2024 Data Augmentation Meta-Learning
Code Code Available 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 Recurrent Stochastic Configuration Networks for Temporal Data Analytics Jun 21, 2024 Time Series Forecasting
— Unverified Understanding Different Design Choices in Training Large Time Series Models Jun 20, 2024 Time Series Time Series Analysis
— Unverified Robust Time Series Forecasting with Non-Heavy-Tailed Gaussian Loss-Weighted Sampler Jun 19, 2024 Time Series Time Series Forecasting
— Unverified CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction Jun 17, 2024 Prediction regression
— Unverified LLMFactor: Extracting Profitable Factors through Prompts for Explainable Stock Movement Prediction Jun 16, 2024 Sentiment Analysis Time Series
— Unverified WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting Jun 14, 2024 Missing Values Time Series
— Unverified Reinforced Decoder: Towards Training Recurrent Neural Networks for Time Series Forecasting Jun 14, 2024 Decoder Time Series
Code Code Available Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting Jun 14, 2024 Hyperparameter Optimization Multi-Task Learning
— Unverified Rating Multi-Modal Time-Series Forecasting Models (MM-TSFM) for Robustness Through a Causal Lens Jun 12, 2024 Time Series Time Series Forecasting
— Unverified Marginalization Consistent Probabilistic Forecasting of Irregular Time Series via Mixture of Separable flows Jun 11, 2024 Gaussian Processes GPR
— Unverified A Language Model-Guided Framework for Mining Time Series with Distributional Shifts Jun 7, 2024 Language Modeling Language Modelling
— Unverified Modeling Temporal Dependencies within the Target for Long-Term Time Series Forecasting Jun 7, 2024 Time Series Time Series Forecasting
— Unverified Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting Jun 7, 2024 Deep Learning Precipitation Forecasting
— Unverified Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Jun 7, 2024 Neural Architecture Search Time Series
— Unverified UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting Jun 7, 2024 Multivariate Time Series Forecasting Time Series
— Unverified FPN-fusion: Enhanced Linear Complexity Time Series Forecasting Model Jun 6, 2024 Time Series Time Series Forecasting
Code Code Available Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Jun 6, 2024 Anomaly Detection Mamba
— Unverified TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting Jun 6, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Stochastic Diffusion: A Diffusion Probabilistic Model for Stochastic Time Series Forecasting Jun 5, 2024 Audio Generation Time Series
Code Code Available Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Jun 5, 2024 Mixture-of-Experts Time Series
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