Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions Oct 11, 2023 Time Series Time Series Classification
— Unverified Generalized Mixture Model for Extreme Events Forecasting in Time Series Data Oct 11, 2023 Prediction Stock Price Prediction
— Unverified Deep Optimal Timing Strategies for Time Series Oct 9, 2023 Probabilistic Time Series Forecasting Time Series
Code Code Available Performative Time-Series Forecasting Oct 9, 2023 Time Series Time Series Forecasting
Code Code Available Prompting-based Temporal Domain Generalization Oct 3, 2023 Domain Generalization Time Series
— Unverified Perceiver-based CDF Modeling for Time Series Forecasting Oct 3, 2023 Prediction Time Series
— Unverified Modality-aware Transformer for Financial Time series Forecasting Oct 2, 2023 Feature Importance Time Series
— Unverified Embedded Temporal Feature Selection for Time Series Forecasting Using Deep Learning Oct 1, 2023 Deep Learning feature selection
Code Code Available Balancing Computational Efficiency and Forecast Error in Machine Learning-based Time-Series Forecasting: Insights from Live Experiments on Meteorological Nowcasting Sep 26, 2023 Computational Efficiency Drift Detection
— Unverified Revealing the Power of Masked Autoencoders in Traffic Forecasting Sep 26, 2023 Decoder Multivariate Time Series Forecasting
Code Code Available Enhancing Prediction and Analysis of UK Road Traffic Accident Severity Using AI: Integration of Machine Learning, Econometric Techniques, and Time Series Forecasting in Public Health Research Sep 23, 2023 AutoML Time Series
— Unverified Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data Sep 23, 2023 Decision Making Time Series
— Unverified Time-Series Forecasting: Unleashing Long-Term Dependencies with Fractionally Differenced Data Sep 23, 2023 Binary Classification Sentiment Analysis
— Unverified Implementing a new fully stepwise decomposition-based sampling technique for the hybrid water level forecasting model in real-world application Sep 19, 2023 Time Series Time Series Forecasting
— Unverified PDRL: Multi-Agent based Reinforcement Learning for Predictive Monitoring Sep 19, 2023 Deep Reinforcement Learning reinforcement-learning
— Unverified Graph-enabled Reinforcement Learning for Time Series Forecasting with Adaptive Intelligence Sep 18, 2023 Bayesian Optimisation Deep Learning
— Unverified Quantitative Analysis of Forecasting Models:In the Aspect of Online Political Bias Sep 11, 2023 Misinformation Time Series
— Unverified Enhancing Asynchronous Time Series Forecasting with Contrastive Relational Inference Sep 6, 2023 Point Processes Time Series
— Unverified Encoding Seasonal Climate Predictions for Demand Forecasting with Modular Neural Network Sep 5, 2023 Demand Forecasting Time Series
— Unverified Global Neural Networks and The Data Scaling Effect in Financial Time Series Forecasting Sep 5, 2023 Deep Learning Econometrics
Code Code Available Communication-Efficient Design of Learning System for Energy Demand Forecasting of Electrical Vehicles Sep 4, 2023 Demand Forecasting Federated Learning
Code Code Available Rail Crack Propagation Forecasting Using Multi-horizons RNNs Sep 4, 2023 Time Series Time Series Forecasting
— Unverified How Does Forecasting Affect the Convergence of DRL Techniques in O-RAN Slicing? Sep 1, 2023 Deep Reinforcement Learning Time Series Forecasting
— Unverified MadSGM: Multivariate Anomaly Detection with Score-based Generative Models Aug 29, 2023 Anomaly Detection Denoising
— Unverified Hierarchical Time Series Forecasting with Bayesian Modeling Aug 28, 2023 Time Series Time Series Analysis
— Unverified DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series Aug 26, 2023 Time Series Time Series Forecasting
— Unverified Probabilistic load forecasting with Reservoir Computing Aug 24, 2023 Computational Efficiency Load Forecasting
— Unverified ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting Aug 14, 2023 Computational Efficiency Management
— Unverified A Forecaster's Review of Judea Pearl's Causality: Models, Reasoning and Inference, Second Edition, 2009 Aug 10, 2023 Causal Inference Time Series
— Unverified DeepTSF: Codeless machine learning operations for time series forecasting Jul 28, 2023 Load Forecasting Management
Code Code Available A Distance Correlation-Based Approach to Characterize the Effectiveness of Recurrent Neural Networks for Time Series Forecasting Jul 28, 2023 Time Series Time Series Forecasting
— Unverified HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting Jul 27, 2023 Decoder Time Series
— Unverified Emerging Statistical Machine Learning Techniques for Extreme Temperature Forecasting in U.S. Cities Jul 26, 2023 Gaussian Processes Time Series
— Unverified Comparative Analysis of Machine Learning, Hybrid, and Deep Learning Forecasting Models Evidence from European Financial Markets and Bitcoins Jul 17, 2023 Time Series Forecasting
— Unverified MPR-Net:Multi-Scale Pattern Reproduction Guided Universality Time Series Interpretable Forecasting Jul 13, 2023 Time Series Time Series Forecasting
— Unverified GEANN: Scalable Graph Augmentations for Multi-Horizon Time Series Forecasting Jul 7, 2023 Data Augmentation Decoder
— Unverified Fourier-Mixed Window Attention: Accelerating Informer for Long Sequence Time-Series Forecasting Jul 2, 2023 Time Series Time Series Forecasting
Code Code Available Improving the Transferability of Time Series Forecasting with Decomposition Adaptation Jun 30, 2023 Multivariate Time Series Forecasting Time Series
— Unverified Alternative Telescopic Displacement: An Efficient Multimodal Alignment Method Jun 29, 2023 Arrhythmia Detection Cross-Modal Retrieval
Code Code Available Learning Dynamic Graphs from All Contextual Information for Accurate Point-of-Interest Visit Forecasting Jun 28, 2023 All Decision Making
Code Code Available Comparative Study of Predicting Stock Index Using Deep Learning Models Jun 24, 2023 Deep Learning Time Series
— Unverified What Constitutes Good Contrastive Learning in Time-Series Forecasting? Jun 21, 2023 Contrastive Learning Representation Learning
Code Code Available G-NM: A Group of Numerical Time Series Prediction Models Jun 20, 2023 Time Series Time Series Forecasting
— Unverified Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting Jun 19, 2023 Knowledge Graphs Time Series
— Unverified Deep Learning for Energy Time-Series Analysis and Forecasting Jun 15, 2023 Deep Learning Demand Forecasting
— Unverified GCformer: An Efficient Framework for Accurate and Scalable Long-Term Multivariate Time Series Forecasting Jun 14, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study Jun 13, 2023 Data Augmentation Time Series
Code Code Available Making forecasting self-learning and adaptive -- Pilot forecasting rack Jun 12, 2023 Feature Engineering Self-Learning
— Unverified MPPN: Multi-Resolution Periodic Pattern Network For Long-Term Time Series Forecasting Jun 12, 2023 Time Series Time Series Forecasting
— Unverified QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI Forecasting Jun 9, 2023 Anomaly Detection Time Series
Code Code Available 