| Vector-ICL: In-context Learning with Continuous Vector Representations | Oct 8, 2024 | ClassificationGraph Classification | CodeCode Available | 1 |
| Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis | Oct 7, 2024 | 16kAnomaly Detection | CodeCode Available | 1 |
| Can LLMs Understand Time Series Anomalies? | Oct 7, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Autoregressive Moving-average Attention Mechanism for Time Series Forecasting | Oct 4, 2024 | DecoderTime Series | CodeCode Available | 1 |
| BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting | Oct 3, 2024 | EpidemiologyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts | Sep 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| CESNET-TimeSeries24: Time Series Dataset for Network Traffic Anomaly Detection and Forecasting | Sep 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction | Sep 26, 2024 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation | Sep 21, 2024 | Time SeriesTime Series Generation | CodeCode Available | 1 |
| SITSMamba for Crop Classification based on Satellite Image Time Series | Sep 15, 2024 | ClassificationCrop Classification | CodeCode Available | 1 |
| Detecting Looted Archaeological Sites from Satellite Image Time Series | Sep 14, 2024 | Time Series | CodeCode Available | 1 |
| Practical Forecasting of Cryptocoins Timeseries using Correlation Patterns | Sep 5, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Look Into the LITE in Deep Learning for Time Series Classification | Sep 4, 2024 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| Time series classification with random convolution kernels based transforms: pooling operators and input representations matter | Sep 2, 2024 | feature selectionTime Series | CodeCode Available | 1 |
| Semantic-Guided Multimodal Sentiment Decoding with Adversarial Temporal-Invariant Learning | Aug 30, 2024 | Multimodal Sentiment AnalysisSentiment Analysis | CodeCode Available | 1 |
| TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification | Aug 29, 2024 | CPUDiagnostic | CodeCode Available | 1 |
| Trading with Time Series Causal Discovery: An Empirical Study | Aug 28, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Mamba or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need | Aug 28, 2024 | AllMamba | CodeCode Available | 1 |
| Time Series Analysis for Education: Methods, Applications, and Future Directions | Aug 25, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological Analysis | Aug 23, 2024 | Anomaly DetectionGraph Attention | CodeCode Available | 1 |
| ml_edm package: a Python toolkit for Machine Learning based Early Decision Making | Aug 23, 2024 | Decision MakingEarly Classification | CodeCode Available | 1 |
| An Evaluation of Deep Learning Models for Stock Market Trend Prediction | Aug 22, 2024 | DenoisingTime Series | CodeCode Available | 1 |
| Wave-Mask/Mix: Exploring Wavelet-Based Augmentations for Time Series Forecasting | Aug 20, 2024 | Data AugmentationTime Series | CodeCode Available | 1 |
| PITN: Physics-Informed Temporal Networks for Cuffless Blood Pressure Estimation | Aug 16, 2024 | Blood pressure estimationContrastive Learning | CodeCode Available | 1 |
| MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation | Aug 11, 2024 | DenoisingImputation | CodeCode Available | 1 |
