| Quantum Observers: A NISQ Hardware Demonstration of Chaotic State Prediction Using Quantum Echo-state Networks | May 11, 2025 | Time Series | CodeCode Available | 0 |
| Non-Stationary Time Series Forecasting Based on Fourier Analysis and Cross Attention Mechanism | May 11, 2025 | Financial AnalysisTime Series | CodeCode Available | 1 |
| Unraveling Quantum Environments: Transformer-Assisted Learning in Lindblad Dynamics | May 11, 2025 | Time Series | —Unverified | 0 |
| Enhancing Time Series Forecasting via a Parallel Hybridization of ARIMA and Polynomial Classifiers | May 11, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| The Impact of COVID-19 on FinTech Lending in Indonesia: Evidence From Interrupted Time Series Analysis | May 10, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Reconstructing Brain Causal Dynamics for Subject and Task Fingerprints using fMRI Time-series Data | May 9, 2025 | Graph Neural NetworkTime Series | —Unverified | 0 |
| NSF-MAP: Neurosymbolic Multimodal Fusion for Robust and Interpretable Anomaly Prediction in Assembly Pipelines | May 9, 2025 | PredictionTime Series | CodeCode Available | 0 |
| Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering | May 9, 2025 | ClusteringMultivariate Time Series Forecasting | —Unverified | 0 |
| IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction | May 9, 2025 | PredictionState Space Models | —Unverified | 0 |
| PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks | May 9, 2025 | Irregular Time SeriesMissing Values | CodeCode Available | 1 |
| FIC-TSC: Learning Time Series Classification with Fisher Information Constraint | May 9, 2025 | ClassificationTime Series | —Unverified | 0 |
| An Efficient Transport-Based Dissimilarity Measure for Time Series Classification under Warping Distortions | May 8, 2025 | ClassificationDynamic Time Warping | —Unverified | 0 |
| Generative Models for Long Time Series: Approximately Equivariant Recurrent Network Structures for an Adjusted Training Scheme | May 8, 2025 | Time Series | CodeCode Available | 0 |
| Edge-Optimized Deep Learning & Pattern Recognition Techniques for Non-Intrusive Load Monitoring of Energy Time Series | May 7, 2025 | Model CompressionNon-Intrusive Load Monitoring | —Unverified | 0 |
| STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting | May 7, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting | May 7, 2025 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Retrieval Augmented Time Series Forecasting | May 7, 2025 | RetrievalTime Series | CodeCode Available | 1 |
| Non-stationary Diffusion For Probabilistic Time Series Forecasting | May 7, 2025 | DenoisingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Stabilizing 3D EPI time series by servo navigation and phase equalization exploiting repeated shots (PEERS) | May 6, 2025 | Time Series | —Unverified | 0 |
| Mitigating mode collapse in normalizing flows by annealing with an adaptive schedule: Application to parameter estimation | May 6, 2025 | parameter estimationTime Series | —Unverified | 0 |
| A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM) | May 6, 2025 | ImputationInference Attack | —Unverified | 0 |
| Prediction of Delirium Risk in Mild Cognitive Impairment Using Time-Series data, Machine Learning and Comorbidity Patterns -- A Retrospective Study | May 5, 2025 | Survival AnalysisTime Series | —Unverified | 0 |
| Towards Cross-Modality Modeling for Time Series Analytics: A Survey in the LLM Era | May 5, 2025 | SurveyTime Series | CodeCode Available | 2 |
| LLM4FTS: Enhancing Large Language Models for Financial Time Series Prediction | May 5, 2025 | Temporal SequencesTime Series | —Unverified | 0 |
| Parameter estimation for land-surface models using machine learning libraries | May 5, 2025 | parameter estimationTime Series | —Unverified | 0 |
| T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models | May 5, 2025 | Time SeriesTime Series Generation | CodeCode Available | 2 |
| SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting | May 5, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Learning the Simplest Neural ODE | May 4, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Ranked differences Pearson correlation dissimilarity with an application to electricity users time series clustering | May 4, 2025 | ClusteringTime Series | —Unverified | 0 |
| Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation | May 4, 2025 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| CASA: CNN Autoencoder-based Score Attention for Efficient Multivariate Long-term Time-series Forecasting | May 4, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Lightweight Defense Against Adversarial Attacks in Time Series Classification | May 4, 2025 | Adversarial DefenseData Augmentation | CodeCode Available | 0 |
| Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments | May 3, 2025 | Contrastive LearningTime Series | —Unverified | 0 |
| Enhanced Prediction Model for Time Series Characterized by GARCH via Interval Type-2 Fuzzy Inference System | May 3, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Not Every Tree Is a Forest: Benchmarking Forest Types from Satellite Remote Sensing | May 3, 2025 | BenchmarkingImage Segmentation | —Unverified | 0 |
| Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts | May 2, 2025 | DescriptiveTime Series | —Unverified | 0 |
| IntrinsicTimescales.jl: A Julia package to estimate intrinsic (neural) timescales (INTs) from time-series data | May 2, 2025 | parameter estimationTime Series | —Unverified | 0 |
| FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection | May 2, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| Predicting the Price of Gold in the Financial Markets Using Hybrid Models | May 2, 2025 | regressionTime Series | —Unverified | 0 |
| Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System | May 2, 2025 | DiagnosticMissing Values | —Unverified | 0 |
| A-DARTS: Stable Model Selection for Data Repair in Time Series | May 1, 2025 | AutoMLImputation | CodeCode Available | 0 |
| Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting | May 1, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| A Time-Series Data Augmentation Model through Diffusion and Transformer Integration | May 1, 2025 | Data AugmentationDenoising | —Unverified | 0 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series | May 1, 2025 | Anomaly DetectionMeta-Learning | —Unverified | 0 |
| Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting | May 1, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach | Apr 30, 2025 | Density EstimationProbabilistic Time Series Forecasting | —Unverified | 0 |
| Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series | Apr 30, 2025 | Causal DiscoveryTime Series | —Unverified | 0 |
| Online Federation For Mixtures of Proprietary Agents with Black-Box Encoders | Apr 30, 2025 | AI AgentFederated Learning | —Unverified | 0 |