Deep Adaptive Input Normalization for Time Series Forecasting Feb 21, 2019 Load Forecasting Time Series
Code Code Available Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Sep 14, 2017 Time Series Time Series Analysis
Code Code Available Deep and Confident Prediction for Time Series at Uber Sep 6, 2017 Anomaly Detection Prediction
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Mar 21, 2017 Multivariate Time Series Forecasting Time Series
Code Code Available The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting Jul 17, 2025 Decoder Time Series
Code Code Available Data Augmentation in Time Series Forecasting through Inverted Framework Jul 15, 2025 Data Augmentation Time Series
— Unverified Foundation models for time series forecasting: Application in conformal prediction Jul 9, 2025 Conformal Prediction Prediction
— Unverified Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching Jul 9, 2025 Time Series Time Series Forecasting
— Unverified Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and Projection Jul 8, 2025 Computational Efficiency Time Series
Code Code Available AI-Based Demand Forecasting and Load Balancing for Optimising Energy use in Healthcare Systems: A real case study Jul 8, 2025 Demand Forecasting energy management
— Unverified SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs Jun 25, 2025 Language Modeling Language Modelling
— Unverified FlightKooba: A Fast Interpretable FTP Model Jun 24, 2025 Mamba model
— Unverified FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting Jun 24, 2025 Meta-Learning Time Series
— Unverified Scalable Machine Learning Algorithms using Path Signatures Jun 21, 2025 Computational Efficiency Gaussian Processes
— Unverified Enhancing Forecasting Accuracy in Dynamic Environments via PELT-Driven Drift Detection and Model Adaptation Jun 17, 2025 Drift Detection Feature Engineering
— Unverified Multi-Scale Finetuning for Encoder-based Time Series Foundation Models Jun 17, 2025 Time Series Time Series Forecasting
— Unverified Leveraging External Factors in Household-Level Electrical Consumption Forecasting using Hypernetworks Jun 17, 2025 energy management Time Series Forecasting
Code Code Available SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Jun 17, 2025 Time Series Time Series Forecasting
— Unverified Forecast-Then-Optimize Deep Learning Methods Jun 16, 2025 Decision Making Deep Learning
— Unverified MetaEformer: Unveiling and Leveraging Meta-patterns for Complex and Dynamic Systems Load Forecasting Jun 15, 2025 Load Forecasting Time Series Forecasting
— Unverified Enhancing Bagging Ensemble Regression with Data Integration for Time Series-Based Diabetes Prediction Jun 11, 2025 Data Integration Diabetes Prediction
— Unverified Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness Jun 10, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Diffusion-based Time Series Forecasting for Sewerage Systems Jun 10, 2025 Prediction Intervals Time Series
— Unverified Tailored Architectures for Time Series Forecasting: Evaluating Deep Learning Models on Gaussian Process-Generated Data Jun 10, 2025 Gaussian Processes Time Series
Code Code Available Uncovering the Functional Roles of Nonlinearity in Memory Jun 9, 2025 speech-recognition Speech Recognition
— Unverified Benchmarking Pre-Trained Time Series Models for Electricity Price Forecasting Jun 9, 2025 Benchmarking Decision Making
— Unverified MIRA: Medical Time Series Foundation Model for Real-World Health Data Jun 9, 2025 Ethics Missing Values
— Unverified End-to-End Probabilistic Framework for Learning with Hard Constraints Jun 8, 2025 Probabilistic Time Series Forecasting scoring rule
— Unverified A Statistical Framework for Model Selection in LSTM Networks Jun 7, 2025 Model Selection Time Series Forecasting
— Unverified The cost of ensembling: is it always worth combining? Jun 5, 2025 Ensemble Learning Time Series Forecasting
— Unverified Trojan Horse Hunt in Time Series Forecasting for Space Operations Jun 2, 2025 Model Poisoning Time Series
— Unverified Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries Jun 2, 2025 Graph Neural Network Multivariate Time Series Forecasting
— Unverified Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models May 31, 2025 Sensitivity Time Series
Code Code Available Binary Cumulative Encoding meets Time Series Forecasting May 30, 2025 Time Series Time Series Forecasting
— Unverified Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting May 29, 2025 Inductive Bias Time Series
— Unverified Non-collective Calibrating Strategy for Time Series Forecasting May 29, 2025 Time Series Time Series Forecasting
Code Code Available Improving Time Series Forecasting via Instance-aware Post-hoc Revision May 29, 2025 Time Series Time Series Forecasting
— Unverified Multivariate de Bruijn Graphs: A Symbolic Graph Framework for Time Series Forecasting May 28, 2025 Time Series Time Series Forecasting
Code Code Available Continuous Evolution Pool: Taming Recurring Concept Drift in Online Time Series Forecasting May 28, 2025 Time Series Time Series Forecasting
— Unverified Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation Benchmarks May 26, 2025 Benchmarking Decision Making Under Uncertainty
Code Code Available Comparative analysis of financial data differentiation techniques using LSTM neural network May 25, 2025 Time Series Forecasting
— Unverified TransDF: Time-Series Forecasting Needs Transformed Label Alignment May 23, 2025 Time Series Time Series Forecasting
— Unverified HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting May 23, 2025 Multivariate Time Series Forecasting Time Series
— Unverified CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting May 22, 2025 All Multivariate Time Series Forecasting
— Unverified Time Tracker: Mixture-of-Experts-Enhanced Foundation Time Series Forecasting Model with Decoupled Training Pipelines May 21, 2025 Graph Learning Mixture-of-Experts
— Unverified MoTime: A Dataset Suite for Multimodal Time Series Forecasting May 21, 2025 Time Series Time Series Forecasting
— Unverified Human in the Loop Adaptive Optimization for Improved Time Series Forecasting May 21, 2025 Language Modeling Language Modelling
Code Code Available Robust Multi-Modal Forecasting: Integrating Static and Dynamic Features May 21, 2025 Time Series Time Series Forecasting
Code Code Available Byte Pair Encoding for Efficient Time Series Forecasting May 20, 2025 Time Series Time Series Analysis
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