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Univariate Time Series Forecasting

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Showing 1–25 of 36 papers

TitleStatusHype
A Review of the Long Horizon Forecasting Problem in Time Series AnalysisCode0
ModelRadar: Aspect-based Forecast Evaluation—0
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series ForecastingCode1
GenTL: A General Transfer Learning Model for Building Thermal DynamicsCode0
TSFeatLIME: An Online User Study in Enhancing Explainability in Univariate Time Series ForecastingCode0
Meta-learning and Data Augmentation for Stress Testing Forecasting ModelsCode0
Forecasting with Deep Learning: Beyond Average of Average of Average PerformanceCode0
Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical StudyCode0
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting MethodsCode5
Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting—0
Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolutionCode1
PHILNet: A Novel Efficient Approach for Time Series Forecasting using Deep LearningCode0
A New Deep Learning Architecture withInductive Bias Balance for Transformer Oil Temperature ForecastingCode0
Feature-aligned N-BEATS with Sinkhorn divergenceCode0
Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series ForecastingCode1
LightCTS: A Lightweight Framework for Correlated Time Series ForecastingCode1
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries ForecastingCode1
W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series ForecastingCode1
AA-Forecast: Anomaly-Aware Forecast for Extreme EventsCode1
Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense MechanismsCode5
Greykite: Deploying Flexible Forecasting at Scale at LinkedInCode3
A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19Code1
Introducing Randomized High Order Fuzzy Cognitive Maps as Reservoir Computing Models: A Case Study in Solar Energy and Load Forecasting—0
SCINet: Time Series Modeling and Forecasting with Sample Convolution and InteractionCode1
Univariate Long-Term Municipal Water Demand Forecasting—0
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