| Partial Channel Dependence with Channel Masks for Time Series Foundation Models | Oct 30, 2024 | Anomaly DetectionImputation | CodeCode Available | 0 |
| DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| MIXAD: Memory-Induced Explainable Time Series Anomaly Detection | Oct 30, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Sequential Order-Robust Mamba for Time Series Forecasting | Oct 30, 2024 | MambaTime Series | CodeCode Available | 0 |
| Higher-order Cross-structural Embedding Model for Time Series Analysis | Oct 30, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities | Oct 30, 2024 | Irregular Time SeriesMissing Values | CodeCode Available | 1 |
| WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Log Heston Model for Monthly Average VIX | Oct 29, 2024 | modelTime Series | —Unverified | 0 |
| The VIX as Stochastic Volatility for Corporate Bonds | Oct 29, 2024 | Time Series | —Unverified | 0 |
| A Systematic Literature Review of Spatio-Temporal Graph Neural Network Models for Time Series Forecasting and Classification | Oct 29, 2024 | Graph Neural NetworkSystematic Literature Review | —Unverified | 0 |
| Individualised recovery trajectories of patients with impeded mobility, using distance between probability distributions of learnt graphs | Oct 29, 2024 | Time Series | —Unverified | 0 |
| Hypergraph-based multi-scale spatio-temporal graph convolution network for Time-Series anomaly detection | Oct 29, 2024 | Anomaly DetectionGraph structure learning | —Unverified | 0 |
| Exploring Capabilities of Time Series Foundation Models in Building Analytics | Oct 28, 2024 | Benchmarkingenergy management | —Unverified | 0 |
| A Temporal Linear Network for Time Series Forecasting | Oct 28, 2024 | Computational EfficiencyInference Optimization | CodeCode Available | 0 |
| Federated Time Series Generation on Feature and Temporally Misaligned Data | Oct 28, 2024 | Federated LearningTime Series | —Unverified | 0 |
| Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting | Oct 28, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Deep Recurrent Stochastic Configuration Networks for Modelling Nonlinear Dynamic Systems | Oct 28, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Temporal Streaming Batch Principal Component Analysis for Time Series Classification | Oct 28, 2024 | Dimensionality ReductionTime Series | —Unverified | 0 |
| SeriesGAN: Time Series Generation via Adversarial and Autoregressive Learning | Oct 28, 2024 | Generative Adversarial NetworkTime Series | CodeCode Available | 1 |
| Trajectory Flow Matching with Applications to Clinical Time Series Modeling | Oct 28, 2024 | Time Series | CodeCode Available | 2 |
| Deconfounding Time Series Forecasting | Oct 27, 2024 | Decision MakingTime Series | —Unverified | 0 |
| PaPaGei: Open Foundation Models for Optical Physiological Signals | Oct 27, 2024 | Contrastive LearningDomain Generalization | CodeCode Available | 2 |
| TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting | Oct 27, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting | Oct 25, 2024 | Deep Reinforcement LearningTime Series | CodeCode Available | 1 |
| A Stock Price Prediction Approach Based on Time Series Decomposition and Multi-Scale CNN using OHLCT Images | Oct 25, 2024 | Stock PredictionStock Price Prediction | —Unverified | 0 |