| Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting | May 25, 2024 | MambaState Space Models | —Unverified | 0 |
| Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection | May 24, 2024 | Anomaly DetectionDecision Making | —Unverified | 0 |
| Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders | May 24, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Pattern-Based Time-Series Risk Scoring for Anomaly Detection and Alert Filtering -- A Predictive Maintenance Case Study | May 24, 2024 | Anomaly DetectionFault Detection | —Unverified | 0 |
| ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning | May 24, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Generating density nowcasts for U.S. GDP growth with deep learning: Bayes by Backprop and Monte Carlo dropout | May 24, 2024 | Time Series | —Unverified | 0 |
| NuwaTS: a Foundation Model Mending Every Incomplete Time Series | May 24, 2024 | BenchmarkingContrastive Learning | —Unverified | 0 |
| Planted: a dataset for planted forest identification from multi-satellite time series | May 24, 2024 | Data AugmentationTime Series | —Unverified | 0 |
| On the Identification of Temporally Causal Representation with Instantaneous Dependence | May 24, 2024 | Motion ForecastingRepresentation Learning | —Unverified | 0 |
| Analyzing the Impact of Climate Change With Major Emphasis on Pollution: A Comparative Study of ML and Statistical Models in Time Series Data | May 24, 2024 | Time Series | CodeCode Available | 0 |
| UnitNorm: Rethinking Normalization for Transformers in Time Series | May 24, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Towards Precision Healthcare: Robust Fusion of Time Series and Image Data | May 24, 2024 | Multimodal Deep LearningTime Series | CodeCode Available | 0 |
| ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification | May 23, 2024 | ClassificationTime Series | CodeCode Available | 0 |
| Text-Based Correlation Matrix in Multi-Asset Allocation | May 23, 2024 | PredictionSensitivity | —Unverified | 0 |
| Fairness Hub Technical Briefs: Definition and Detection of Distribution Shift | May 23, 2024 | FairnessTime Series | —Unverified | 0 |
| A Gap in Time: The Challenge of Processing Heterogeneous IoT Data in Digitalized Buildings | May 23, 2024 | BenchmarkingData Integration | —Unverified | 0 |
| In-context Time Series Predictor | May 23, 2024 | In-Context LearningTime Series | —Unverified | 0 |
| High Rank Path Development: an approach of learning the filtration of stochastic processes | May 23, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting | May 23, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs | May 23, 2024 | Multivariate Time Series ForecastingQuantization | —Unverified | 0 |
| A Study of Posterior Stability for Time-Series Latent Diffusion | May 22, 2024 | DecoderImage Generation | —Unverified | 0 |
| GNN-based Anomaly Detection for Encoded Network Traffic | May 22, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting | May 22, 2024 | AttributeMultivariate Time Series Forecasting | —Unverified | 0 |
| NFCL: Simply interpretable neural networks for a short-term multivariate forecasting | May 22, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Time-Series Forecasting and Sequence Learning Using Memristor-based Reservoir System | May 22, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Bond Graphs for multi-physics informed Neural Networks for multi-variate time series | May 22, 2024 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Scaling-laws for Large Time-series Models | May 22, 2024 | DecoderTime Series | —Unverified | 0 |
| Leveraging World Events to Predict E-Commerce Consumer Demand under Anomaly | May 22, 2024 | Demand ForecastingTime Series | CodeCode Available | 0 |
| Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation | May 21, 2024 | ImputationMultivariate Time Series Imputation | —Unverified | 0 |
| Multimodal video analysis for crowd anomaly detection using open access tourism cameras | May 21, 2024 | Anomaly DetectionDecision Making | —Unverified | 0 |
| Enhancing Transformer-based models for Long Sequence Time Series Forecasting via Structured Matrix | May 21, 2024 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Beyond Isolated Frames: Enhancing Sensor-Based Human Activity Recognition through Intra- and Inter-Frame Attention | May 21, 2024 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities | May 20, 2024 | Computational EfficiencyFederated Learning | CodeCode Available | 0 |
| Revisiting Day-ahead Electricity Price: Simple Model Save Millions | May 20, 2024 | Decision MakingTime Series | CodeCode Available | 0 |
| Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven | May 20, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Application of time-series quantum generative model to financial data | May 20, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| An Active Learning Framework with a Class Balancing Strategy for Time Series Classification | May 20, 2024 | Active LearningClassification | —Unverified | 0 |
| Lag Selection for Univariate Time Series Forecasting using Deep Learning: An Empirical Study | May 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis | May 17, 2024 | ImputationSuper-Resolution | —Unverified | 0 |
| Macroeconomic Factors, Industrial Indexes and Bank Spread in Brazil | May 17, 2024 | Time Series | —Unverified | 0 |
| Off-the-Shelf Neural Network Architectures for Forex Time Series Prediction come at a Cost | May 17, 2024 | PredictionTime Series | —Unverified | 0 |
| ECATS: Explainable-by-design concept-based anomaly detection for time series | May 17, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| UniCL: A Universal Contrastive Learning Framework for Large Time Series Models | May 17, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting | May 17, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Data-generating process and time-series asset pricing | May 17, 2024 | Time Series | —Unverified | 0 |
| Function Extrapolation with Neural Networks and Its Application for Manifolds | May 17, 2024 | Time SeriesTime Series Prediction | CodeCode Available | 0 |
| Low-Rank Adaptation of Time Series Foundational Models for Out-of-Domain Modality Forecasting | May 16, 2024 | Time Series | —Unverified | 0 |
| A novel Reservoir Architecture for Periodic Time Series Prediction | May 16, 2024 | RhythmTime Series | —Unverified | 0 |
| Implementing a GRU Neural Network for Flood Prediction in Ashland City, Tennessee | May 16, 2024 | Time Series | —Unverified | 0 |
| Optimal Text-Based Time-Series Indices | May 16, 2024 | ArticlesTime Series | —Unverified | 0 |