TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models Sep 23, 2024 Contrastive Learning cross-modal alignment
— Unverified TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting Jun 6, 2024 Multivariate Time Series Forecasting Time Series
— Unverified Two-Stage Framework for Seasonal Time Series Forecasting Mar 3, 2021 Time Series Time Series Analysis
— Unverified Two-stage hybrid models for enhancing forecasting accuracy on heterogeneous time series Feb 12, 2025 Time Series Time Series Forecasting
— Unverified Two Steps Forward and One Behind: Rethinking Time Series Forecasting with Deep Learning Apr 10, 2023 Time Series Time Series Forecasting
— Unverified UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Oct 15, 2024 Decoder Mamba
— Unverified Uncertainty-Aware Crime Prediction With Spatial Temporal Multivariate Graph Neural Networks Aug 8, 2024 Crime Prediction Time Series
— Unverified Surrogate uncertainty estimation for your time series forecasting black-box: learn when to trust Feb 6, 2023 Computational Efficiency Model Selection
— Unverified Uncertainty Quantification for Traffic Forecasting: A Unified Approach Aug 11, 2022 Time Series Time Series Analysis
— Unverified Uncovering the Functional Roles of Nonlinearity in Memory Jun 9, 2025 speech-recognition Speech Recognition
— Unverified Understanding Different Design Choices in Training Large Time Series Models Jun 20, 2024 Time Series Time Series Analysis
— Unverified Understanding the input-output relationship of neural networks in the time series forecasting radon levels at Canfranc Underground Laboratory Feb 5, 2021 Time Series Time Series Analysis
— Unverified Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting Mar 3, 2025 Domain Generalization Mixture-of-Experts
— 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 Univariate Long-Term Municipal Water Demand Forecasting May 18, 2021 Demand Forecasting Management
— Unverified Universal time-series forecasting with mixture predictors Oct 1, 2020 Time Series Time Series Analysis
— Unverified Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting May 1, 2025 Missing Values Multivariate Time Series Forecasting
— Unverified Unlocking the Power of LSTM for Long Term Time Series Forecasting Aug 19, 2024 Time Series Time Series Forecasting
— Unverified Unsupervised learning for economic risk evaluation in the context of Covid-19 pandemic Nov 26, 2020 Time Series Time Series Analysis
— Unverified Using ARIMA to Predict the Expansion of Subscriber Data Consumption Apr 23, 2024 Decision Making Time Series
— Unverified Using Pre-trained LLMs for Multivariate Time Series Forecasting Jan 10, 2025 Decoder Multivariate Time Series Forecasting
— Unverified VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting May 7, 2024 Probabilistic Time Series Forecasting scoring rule
— Unverified Variance Reduced Training with Stratified Sampling for Forecasting Models Mar 2, 2021 Time Series Time Series Analysis
— Unverified Variational Dynamic Mixtures Oct 20, 2020 Probabilistic Time Series Forecasting Time Series
— Unverified Variations on two-parameter families of forecasting functions: seasonal/nonseasonal Models, comparison to the exponential smoothing and ARIMA models, and applications to stock market data Jul 6, 2022 Time Series Time Series Analysis
— Unverified Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Feb 16, 2025 Image Reconstruction Time Series
— Unverified Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting Jul 27, 2021 Autonomous Driving State Estimation
— Unverified Visual Time Series Forecasting: An Image-driven Approach Nov 18, 2020 Quantization Time Series
— Unverified Visual Time Series Forecasting: An Image-driven Approach Jul 2, 2021 Time Series Time Series Analysis
— Unverified Volatility Forecasting in Global Financial Markets Using TimeMixer Sep 27, 2024 Management Time Series
— Unverified VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting May 31, 2022 Decision Making Inductive Bias
— Unverified WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Oct 25, 2022 Time Series Time Series Analysis
— Unverified Wavelet‐attention‐based traffic prediction for smart cities Nov 25, 2021 Prediction Time Series
— Unverified Weather Prediction Using CNN-LSTM for Time Series Analysis: A Case Study on Delhi Temperature Data Sep 14, 2024 energy management Time Series
— Unverified WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting May 17, 2024 Time Series Time Series Analysis
— Unverified What is the best RNN-cell structure for forecasting each time series behavior? Mar 15, 2022 Time Series Time Series Analysis
— Unverified When and How: Learning Identifiable Latent States for Nonstationary Time Series Forecasting Feb 20, 2024 Time Series Time Series Forecasting
— Unverified Wildfire Risk Prediction: A Review May 2, 2024 Deep Learning Prediction
— Unverified WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting Jun 14, 2024 Missing Values Time Series
— Unverified Wisdom of the Crowds in Forecasting: Forecast Summarization for Supporting Future Event Prediction Feb 12, 2025 Time Series Forecasting
— Unverified XForecast: Evaluating Natural Language Explanations for Time Series Forecasting Oct 18, 2024 Decision Making Time Series
— Unverified XRMDN: An Extended Recurrent Mixture Density Network for Short-Term Probabilistic Rider Demand Forecasting with High Volatility Oct 15, 2023 Decision Making Demand Forecasting
— Unverified You May Not Need Order in Time Series Forecasting Oct 21, 2019 Time Series Time Series Analysis
— Unverified Zero-shot and few-shot time series forecasting with ordinal regression recurrent neural networks Mar 26, 2020 regression Time Series
— Unverified Zero-Shot Forecasting Mortality Rates: A Global Study May 17, 2025 Model Selection Time Series Forecasting
— Unverified Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks Dec 19, 2024 Domain Adaptation Kolmogorov-Arnold Networks
— Unverified Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model May 13, 2025 Conformal Prediction Prediction
Code Code Available PHILNet: A Novel Efficient Approach for Time Series Forecasting using Deep Learning Jun 1, 2023 Time Series Time Series Forecasting
Code Code Available Feature-aligned N-BEATS with Sinkhorn divergence May 24, 2023 Domain Generalization Representation Learning
Code Code Available A new Takagi–Sugeno–Kang model for time series forecasting Jul 1, 2024 Time Series Time Series Forecasting
Code Code Available 