S2TX: Cross-Attention Multi-Scale State-Space Transformer for Time Series Forecasting Feb 17, 2025 Mamba Time Series
— Unverified Sales forecasting using WaveNet within the framework of the Kaggle competition Mar 11, 2018 Time Series Time Series Analysis
— Unverified Satellite-based feature extraction and multivariate time-series prediction of biotoxin contamination in shellfish Nov 25, 2023 Time Series Time Series Forecasting
— Unverified Scalable Machine Learning Algorithms using Path Signatures Jun 21, 2025 Computational Efficiency Gaussian Processes
— Unverified Scaling-laws for Large Time-series Models May 22, 2024 Decoder Time Series
— Unverified SCformer: Segment Correlation Transformer for Long Sequence Time Series Forecasting Sep 29, 2021 Management Time Series
— Unverified SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs Jun 25, 2025 Language Modeling Language Modelling
— Unverified Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series Feb 4, 2022 Decoder Model Selection
— Unverified Self-boosted Time-series Forecasting with Multi-task and Multi-view Learning Sep 17, 2019 Multi-Task Learning MULTI-VIEW LEARNING
— Unverified Sensor Response-Time Reduction using Long-Short Term Memory Network Forecasting Apr 26, 2024 Time Series Forecasting Uncertainty Quantification
— Unverified Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting Mar 22, 2025 Decoder Multivariate Time Series Forecasting
— Unverified Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences Jan 6, 2025 Time Series Time Series Forecasting
— Unverified Sequence to sequence deep learning models for solar irradiation forecasting Apr 30, 2019 Decoder Deep Learning
— Unverified SeriesNet:A Generative Time Series Forecasting Model Aug 23, 2018 model Time Series
— Unverified Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting Dec 16, 2020 Data Augmentation Multivariate Time Series Forecasting
— Unverified Series-to-Series Diffusion Bridge Model Nov 7, 2024 model Time Series
— Unverified Short Term Blood Glucose Prediction based on Continuous Glucose Monitoring Data Feb 6, 2020 Management Prediction
— Unverified Short-term Demand Forecasting for Online Car-hailing Services using Recurrent Neural Networks Jan 29, 2019 Demand Forecasting Management
— Unverified Short-Term Electricity Load Forecasting Using the Temporal Fusion Transformer: Effect of Grid Hierarchies and Data Sources May 17, 2023 Load Forecasting Management
— Unverified Signal Processing over Time-Varying Graphs: A Systematic Review Nov 30, 2024 Graph Learning Time Series Forecasting
— Unverified Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting Mar 30, 2025 All Benchmarking
— Unverified Sinkhorn-Flow: Predicting Probability Mass Flow in Dynamical Systems Using Optimal Transport Mar 14, 2023 Time Series Time Series Analysis
— Unverified SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting Jun 17, 2025 Time Series Time Series Forecasting
— Unverified sktime: A Unified Interface for Machine Learning with Time Series Sep 17, 2019 BIG-bench Machine Learning Time Series
— Unverified SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies Feb 11, 2023 Decision Making Multivariate Time Series Forecasting
— Unverified Solar Power Time Series Forecasting Utilising Wavelet Coefficients Oct 1, 2022 Prediction regression
— Unverified Some variation of COBRA in sequential learning setup Apr 7, 2024 Bayesian Optimisation Load Forecasting
— Unverified Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting Feb 8, 2024 Computational Efficiency Multivariate Time Series Forecasting
— Unverified Sparsifying Networks via Subdifferential Inclusion Jan 1, 2021 image-classification Image Classification
— Unverified Spatial-temporal wind field prediction by Artificial Neural Networks Dec 13, 2017 Prediction Time Series
— Unverified Spatiotemporal Forecasting in Climate Data Using EOFs and Machine Learning Models: A Case Study in Chile Feb 21, 2025 Dynamic Time Warping Time Series
— Unverified Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting Dec 22, 2023 Multivariate Time Series Forecasting Prediction
— Unverified Spatio-Temporal Neural Networks for Space-Time Series Forecasting and Relations Discovery Apr 23, 2018 Decoder Epidemiology
— Unverified SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models May 13, 2025 Mamba Multivariate Time Series Forecasting
— Unverified Statistical analysis of Wasserstein GANs with applications to time series forecasting Nov 5, 2020 Time Series Time Series Analysis
— Unverified Stecformer: Spatio-temporal Encoding Cascaded Transformer for Multivariate Long-term Time Series Forecasting May 25, 2023 Prediction Time Series
— Unverified ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting Aug 14, 2023 Computational Efficiency Management
— Unverified Stochastic Online Convex Optimization. Application to probabilistic time series forecasting Feb 1, 2021 Probabilistic Time Series Forecasting Time Series
— Unverified Stochastic Processes with Modified Lognormal Distribution Featuring Flexible Upper Tail May 17, 2025 Spatial Interpolation Time Series Forecasting
— Unverified Stochastic Recurrent Neural Network for Multistep Time Series Forecasting Apr 26, 2021 State Space Models Time Series
— Unverified Stock Market Directional Bias Prediction Using ML Algorithms Oct 24, 2023 Algorithmic Trading Prediction
— 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 Stock Price Forecasting in Presence of Covid-19 Pandemic and Evaluating Performances of Machine Learning Models for Time-Series Forecasting May 4, 2021 Time Series Time Series Analysis
— Unverified sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting Aug 19, 2024 Time Series Time Series Forecasting
— Unverified STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting May 7, 2025 Multivariate Time Series Forecasting Time Series
— Unverified Structural Knowledge Informed Continual Multivariate Time Series Forecasting Feb 20, 2024 Continual Learning Graph structure learning
— Unverified STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via Jan 14, 2025 Anomaly Detection Multivariate Time Series Forecasting
— Unverified Supervised Autoencoder MLP for Financial Time Series Forecasting Apr 2, 2024 Time Series Time Series Forecasting
— Unverified Supervised Autoencoders with Fractionally Differentiated Features and Triple Barrier Labelling Enhance Predictions on Noisy Data Nov 6, 2024 Time Series Time Series Forecasting
— Unverified Surrogate Modeling for Explainable Predictive Time Series Corrections Dec 27, 2024 Time Series Time Series Forecasting
— Unverified 