Graph Deep Learning for Time Series Forecasting Oct 24, 2023 Deep Learning Inductive Bias
— Unverified Day-ahead time series forecasting: application to capacity planning Nov 6, 2018 Clustering Time Series
— Unverified Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting May 15, 2025 Time Series Time Series Forecasting
— Unverified DATSING: Data Augmented Time Series Forecasting with Adversarial Domain Adaptation Oct 19, 2020 Domain Adaptation Time Series
— Unverified InjectTST: A Transformer Method of Injecting Global Information into Independent Channels for Long Time Series Forecasting Mar 5, 2024 Time Series Time Series Forecasting
— Unverified In Search of Deep Learning Architectures for Load Forecasting: A Comparative Analysis and the Impact of the Covid-19 Pandemic on Model Performance Feb 25, 2023 Load Forecasting Out-of-Distribution Generalization
— Unverified Attention-based Neural Load Forecasting: A Dynamic Feature Selection Approach Aug 25, 2021 Decoder feature selection
— Unverified Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT Jul 6, 2024 Quantization Time Series
— Unverified Graph-Augmented LSTM for Forecasting Sparse Anomalies in Graph-Structured Time Series Mar 5, 2025 Time Series Time Series Forecasting
— Unverified Graph Attention Recurrent Neural Networks for Correlated Time Series Forecasting -- Full version Mar 19, 2021 Correlated Time Series Forecasting Graph Attention
— Unverified Data-Driven vs Traditional Approaches to Power Transformer's Top-Oil Temperature Estimation Jan 28, 2025 Prediction Intervals quantile regression
— Unverified Integration of Mamba and Transformer -- MAT for Long-Short Range Time Series Forecasting with Application to Weather Dynamics Sep 13, 2024 Computational Efficiency Mamba
— Unverified Goal-Oriented Time-Series Forecasting: Foundation Framework Design Apr 24, 2025 Decision Making Prediction
— Unverified Data-driven Neural Architecture Learning For Financial Time-series Forecasting Mar 5, 2019 Time Series Time Series Analysis
— Unverified Long Short-term Memory RNN May 14, 2021 BIG-bench Machine Learning Time Series
— Unverified G-NM: A Group of Numerical Time Series Prediction Models Jun 20, 2023 Time Series Time Series Forecasting
— Unverified Data Driven Decision Making with Time Series and Spatio-temporal Data Mar 11, 2025 Decision Making Time Series
— Unverified Data Augmentation in Time Series Forecasting through Inverted Framework Jul 15, 2025 Data Augmentation Time Series
— Unverified CUQDS: Conformal Uncertainty Quantification under Distribution Shift for Trajectory Prediction Jun 17, 2024 Prediction regression
— Unverified Introducing Randomized High Order Fuzzy Cognitive Maps as Reservoir Computing Models: A Case Study in Solar Energy and Load Forecasting Jan 6, 2022 Load Forecasting Time Series
— Unverified Long-term prediction of El Niño-Southern Oscillation using reservoir computing with data-driven realtime filter Jan 29, 2025 Time Series Time Series Forecasting
— Unverified DANLIP: Deep Autoregressive Networks for Locally Interpretable Probabilistic Forecasting Jan 5, 2023 Probabilistic Time Series Forecasting Time Series
— Unverified A Mamba Foundation Model for Time Series Forecasting Nov 5, 2024 Mamba model
— Unverified Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset Nov 15, 2024 Feature Engineering Imputation
— Unverified Genetic Algorithm-Optimized Long Short-Term Memory Network for Stock Market Prediction Oct 18, 2018 Stock Market Prediction Time Series Forecasting
— Unverified iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Apr 23, 2025 Time Series Time Series Forecasting
— Unverified It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting Mar 23, 2023 All Graph Neural Network
— Unverified CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting Dec 11, 2023 Multivariate Time Series Forecasting Time Series
— Unverified Attention as Robust Representation for Time Series Forecasting Feb 8, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values Nov 22, 2019 Missing Values Multivariate Time Series Forecasting
— Unverified Joint Neural Architecture and Hyperparameter Search for Correlated Time Series Forecasting Nov 29, 2022 Correlated Time Series Forecasting Time Series
— Unverified Local Cold Load Pick-up Estimation Using Customer Energy Consumption Measurements Aug 14, 2024 Time Series Forecasting
— Unverified Generative Probabilistic Time Series Forecasting and Applications in Grid Operations Feb 21, 2024 Decision Making Probabilistic Time Series Forecasting
— Unverified Generative forecasting of brain activity enhances Alzheimer's classification and interpretation Oct 30, 2024 Data Augmentation Deep Learning
— Unverified DAM: Towards A Foundation Model for Time Series Forecasting Jul 25, 2024 Imputation Time Series
— Unverified KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction Dec 6, 2024 Time Series Time Series Forecasting
— Unverified KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting Feb 8, 2022 Anomaly Detection Time Series
— Unverified Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels Jan 3, 2024 Computational Efficiency Decoder
— Unverified Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Nov 17, 2024 Knowledge Graph Embeddings Time Series
— Unverified KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators Sep 29, 2024 Time Series Time Series Forecasting
— Unverified Local vs. Global Models for Hierarchical Forecasting Nov 10, 2024 Computational Efficiency Decision Making
— Unverified Generative AI-driven forecasting of oil production Sep 24, 2024 Decision Making Time Series
— Unverified Development and Evaluation of Recurrent Neural Network based Models for Hourly Traffic Volume and AADT Prediction Aug 15, 2018 Imputation Missing Values
— Unverified Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Oct 7, 2022 Time Series Time Series Analysis
— Unverified KPF-AE-LSTM: A Deep Probabilistic Model for Net-Load Forecasting in High Solar Scenarios Mar 5, 2022 Load Forecasting Time Series
— Unverified Generalized Mixture Model for Extreme Events Forecasting in Time Series Data Oct 11, 2023 Prediction Stock Price Prediction
— Unverified Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures Jun 14, 2021 Language Modeling Language Modelling
— Unverified LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Mar 11, 2025 Domain Adaptation Domain Generalization
— Unverified CVTN: Cross Variable and Temporal Integration for Time Series Forecasting Apr 29, 2024 Multivariate Time Series Forecasting Prediction
— Unverified Generalisation in fully-connected neural networks for time series forecasting Feb 14, 2019 Learning Theory Time Series
— Unverified 