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Time Series

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Showing 2051–2100 of 9169 papers

TitleStatusHype
EasyTime: Time Series Forecasting Made Easy—0
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation—0
Data-Driven Economic Agent-Based Models—0
Breaking the Context Bottleneck on Long Time Series ForecastingCode0
VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification—0
Iterative Encoding-Decoding VAEs Anomaly Detection in NOAA's DART Time Series: A Machine Learning Approach for Enhancing Data Integrity for NASA's GRACE-FO Verification and Validation—0
Explainable AI for Multivariate Time Series Pattern Exploration: Latent Space Visual Analytics with Temporal Fusion Transformer and Variational Autoencoders in Power Grid Event Diagnosis—0
Zero Shot Time Series Forecasting Using Kolmogorov Arnold Networks—0
Leveraging Time Series Categorization and Temporal Fusion Transformers to Improve Cryptocurrency Price Forecasting—0
Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine—0
Enhancing Masked Time-Series Modeling via Dropping PatchesCode0
A Comprehensive Forecasting Framework based on Multi-Stage Hierarchical Forecasting Reconciliation and Adjustment—0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Multivariate Rough Volatility—0
PreMixer: MLP-Based Pre-training Enhanced MLP-Mixers for Large-scale Traffic Forecasting—0
Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder ArchitectureCode0
GG-SSMs: Graph-Generating State Space Models—0
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification—0
Comparative Analysis of Zero-Shot Capability of Time-Series Foundation Models in Short-Term Load Prediction—0
Synthetic Time Series Data Generation for Healthcare Applications: A PCG Case Study—0
A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting—0
Deep-learning-based identification of individual motion characteristics from upper-limb trajectories towards disorder stage evaluation—0
EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series PredictionsCode0
Are Large Language Models Useful for Time Series Data Analysis?—0
Multimodal LLM for Intelligent Transportation Systems—0
Individual Bus Trip Chain Prediction and Pattern Identification Considering SimilaritiesCode0
Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting—0
Transformer-Based Bearing Fault Detection using Temporal Decomposition Attention Mechanism—0
Grassmannian Geometry Meets Dynamic Mode Decomposition in DMD-GEN: A New Metric for Mode Collapse in Time Series Generative Models—0
Missing data imputation for noisy time-series data and applications in healthcare—0
VAR models with an index structure: A survey with new results—0
Learning Latent Spaces for Domain Generalization in Time Series Forecasting—0
Hierarchical Bidirectional Transition Dispersion Entropy-based Lempel-Ziv Complexity and Its Application in Fault-Bearing Diagnosis—0
WaveGNN: Modeling Irregular Multivariate Time Series for Accurate Predictions—0
Upstream flow geometries can be uniquely learnt from single-point turbulence signatures—0
Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series ClassificationCode0
Semi-Periodic Activation for Time Series ClassificationCode0
Integrative Analysis of Financial Market Sentiment Using CNN and GRU for Risk Prediction and Alert Systems—0
Multivariate Time Series Clustering for Environmental State Characterization of Ground-Based Gravitational-Wave Detectors—0
Federated Learning of Dynamic Bayesian Network via Continuous Optimization from Time Series DataCode0
Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series DataCode0
Quantitative Evaluation of Motif Sets in Time SeriesCode0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems—0
Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting—0
Agtech Framework for Cranberry-Ripening Analysis Using Vision Foundation Models—0
Soybean Maturity Prediction using 2D Contour Plots from Drone based Time Series ImageryCode0
LLMs for Time Series: an Application for Single Stocks and Statistical Arbitrage—0
Modeling Latent Non-Linear Dynamical System over Time SeriesCode0
Spectral Differential Network Analysis for High-Dimensional Time Series—0
Spiking Neural Networks for Radio Frequency Interference Detection in Radio Astronomy—0
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