| SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction | Jan 7, 2025 | ManagementPrediction | CodeCode Available | 0 |
| Learning DAGs and Root Causes from Time-Series Data | Jan 6, 2025 | Time Series | —Unverified | 0 |
| A Stable Measure for Conditional Periodicity of Time Series using Persistent Homology | Jan 6, 2025 | Dimensionality ReductionDynamic Time Warping | —Unverified | 0 |
| Sensorformer: Cross-patch attention with global-patch compression is effective for high-dimensional multivariate time series forecasting | Jan 6, 2025 | AttributeMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences | Jan 6, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Identifying the Hidden Nexus between Benford Law Establishment in Stock Market and Market Efficiency: An Empirical Investigation | Jan 5, 2025 | Time Series | —Unverified | 0 |
| Tighnari: Multi-modal Plant Species Prediction Based on Hierarchical Cross-Attention Using Graph-Based and Vision Backbone-Extracted Features | Jan 5, 2025 | Time Series | —Unverified | 0 |
| Re-examining Granger Causality from Causal Bayesian Networks Perspective | Jan 5, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection | Jan 3, 2025 | Anomaly Detectioncounterfactual | —Unverified | 0 |
| Multivariate Time Series Anomaly Detection using DiffGAN Model | Jan 3, 2025 | Anomaly DetectionGenerative Adversarial Network | CodeCode Available | 0 |
| Time Series Language Model for Descriptive Caption Generation | Jan 3, 2025 | Caption GenerationDenoising | —Unverified | 0 |
| AVATAR: Adversarial Autoencoders with Autoregressive Refinement for Time Series Generation | Jan 3, 2025 | Data AugmentationTime Series | CodeCode Available | 0 |
| AI-Enabled Operations at Fermi Complex: Multivariate Time Series Prediction for Outage Prediction and Diagnosis | Jan 2, 2025 | Decision MakingPrediction | —Unverified | 0 |
| CORAL: Concept Drift Representation Learning for Co-evolving Time-series | Jan 2, 2025 | Representation LearningTime Series | —Unverified | 0 |
| Unsupervised learning for anticipating critical transitions | Jan 2, 2025 | Time Series | —Unverified | 0 |
| Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction | Jan 2, 2025 | GLinearTime Series | CodeCode Available | 0 |
| RealDiffFusionNet: Neural Controlled Differential Equation Informed Multi-Head Attention Fusion Networks for Disease Progression Modeling Using Real-World Data | Jan 2, 2025 | Time Series | —Unverified | 0 |
| A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models | Jan 2, 2025 | Hyperparameter OptimizationMamba | CodeCode Available | 0 |
| MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis | Jan 1, 2025 | Action RecognitionData Augmentation | —Unverified | 0 |
| Multivariate Human Activity Segmentation: Systematic Benchmark with ClaSP | Jan 1, 2025 | Activity RecognitionChange Point Detection | CodeCode Available | 0 |
| Evaluating Time Series Foundation Models on Noisy Periodic Time Series | Jan 1, 2025 | Time Series | —Unverified | 0 |
| Augmented Contrastive Clustering with Uncertainty-Aware Prototyping for Time Series Test Time Adaptation | Jan 1, 2025 | ClusteringTest-time Adaptation | —Unverified | 0 |
| An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework | Dec 30, 2024 | Anomaly DetectionModel Selection | —Unverified | 0 |
| AverageTime: Enhance Long-Term Time Series Forecasting with Simple Averaging | Dec 30, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| TimeRAF: Retrieval-Augmented Foundation model for Zero-shot Time Series Forecasting | Dec 30, 2024 | RAGRetrieval | —Unverified | 0 |
| Converting Time Series Data to Numeric Representations Using Alphabetic Mapping and k-mer strategy | Dec 29, 2024 | Time Series | —Unverified | 0 |
| Dive into Time-Series Anomaly Detection: A Decade Review | Dec 29, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Bridging the Gap: A Decade Review of Time-Series Clustering Methods | Dec 29, 2024 | AstronomyClustering | —Unverified | 0 |
| "Generative Models for Financial Time Series Data: Enhancing Signal-to-Noise Ratio and Addressing Data Scarcity in A-Share Market | Dec 29, 2024 | Data AugmentationDenoising | —Unverified | 0 |
| A Survey on Time-Series Distance Measures | Dec 29, 2024 | Anomaly DetectionSurvey | —Unverified | 0 |
| Real-time Calibration Model for Low-cost Sensor in Fine-grained Time series | Dec 28, 2024 | Deep LearningTime Series | —Unverified | 0 |
| Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes | Dec 27, 2024 | Gaussian ProcessesGPU | —Unverified | 0 |
| Hidformer: Transformer-Style Neural Network in Stock Price Forecasting | Dec 27, 2024 | Algorithmic TradingDecision Making | —Unverified | 0 |
| Evaluation of data driven low-rank matrix factorization for accelerated solutions of the Vlasov equation | Dec 27, 2024 | Time Series | CodeCode Available | 0 |
| Generative Pretrained Embedding and Hierarchical Irregular Time Series Representation for Daily Living Activity Recognition | Dec 27, 2024 | Activity RecognitionDecoder | CodeCode Available | 0 |
| Surrogate Modeling for Explainable Predictive Time Series Corrections | Dec 27, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection | Dec 26, 2024 | Anomaly DetectionMixture-of-Experts | —Unverified | 0 |
| Time Series Foundational Models: Their Role in Anomaly Detection and Prediction | Dec 26, 2024 | Anomaly DetectionPrediction | CodeCode Available | 0 |
| Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting | Dec 25, 2024 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Stationary Processes, Wiener-Granger Causality, and Matrix Spectral Factorization | Dec 25, 2024 | Time Series | —Unverified | 0 |
| Predicting Time Series of Networked Dynamical Systems without Knowing Topology | Dec 25, 2024 | Time Series | CodeCode Available | 0 |
| Adopting Trustworthy AI for Sleep Disorder Prediction: Deep Time Series Analysis with Temporal Attention Mechanism and Counterfactual Explanations | Dec 25, 2024 | counterfactualCounterfactual Explanation | —Unverified | 0 |
| Subsampling, aligning, and averaging to find circular coordinates in recurrent time series | Dec 24, 2024 | Time Series | CodeCode Available | 0 |
| VITRO: Vocabulary Inversion for Time-series Representation Optimization | Dec 23, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Improving the Noise Estimation of Latent Neural Stochastic Differential Equations | Dec 23, 2024 | Noise EstimationTime Series | —Unverified | 0 |
| Quantum Time-Series Learning with Evolutionary Algorithms | Dec 23, 2024 | Evolutionary AlgorithmsTime Series | CodeCode Available | 0 |
| EasyTime: Time Series Forecasting Made Easy | Dec 23, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Time Series Feature Redundancy Paradox: An Empirical Study Based on Mortgage Default Prediction | Dec 23, 2024 | feature selectionPrediction | —Unverified | 0 |
| TNNGen: Automated Design of Neuromorphic Sensory Processing Units for Time-Series Clustering | Dec 23, 2024 | Time SeriesTime Series Clustering | —Unverified | 0 |
| Enabling Time-series Foundation Model for Building Energy Forecasting via Contrastive Curriculum Learning | Dec 23, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |