| Multi-Modal Forecaster: Jointly Predicting Time Series and Textual Data | Nov 11, 2024 | Time Series | CodeCode Available | 1 |
| Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis | Nov 7, 2024 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Time-Causal VAE: Robust Financial Time Series Generator | Nov 5, 2024 | DecoderStochastic Optimization | CodeCode Available | 1 |
| Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification | Nov 1, 2024 | QuantizationRepresentation Learning | CodeCode Available | 1 |
| KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks | Nov 1, 2024 | Anomaly DetectionKolmogorov-Arnold Networks | CodeCode Available | 1 |
| 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 |
| SeriesGAN: Time Series Generation via Adversarial and Autoregressive Learning | Oct 28, 2024 | Generative Adversarial NetworkTime Series | CodeCode Available | 1 |
| Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting | Oct 25, 2024 | Deep Reinforcement LearningTime Series | CodeCode Available | 1 |
| TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version | Oct 24, 2024 | Continual LearningTime Series | CodeCode Available | 1 |
| Large Language Models for Financial Aid in Financial Time-series Forecasting | Oct 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting | Oct 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | Oct 21, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| ANT: Adaptive Noise Schedule for Time Series Diffusion Models | Oct 18, 2024 | Time Series | CodeCode Available | 1 |
| UniMTS: Unified Pre-training for Motion Time Series | Oct 18, 2024 | Contrastive LearningTime Series | CodeCode Available | 1 |
| TimeSeriesExam: A time series understanding exam | Oct 18, 2024 | Anomaly DetectionMultiple-choice | CodeCode Available | 1 |
| Towards Neural Scaling Laws for Time Series Foundation Models | Oct 16, 2024 | DecoderTime Series | CodeCode Available | 1 |
| TraM : Enhancing User Sleep Prediction with Transformer-based Multivariate Time Series Modeling and Machine Learning Ensembles | Oct 15, 2024 | Time Series | CodeCode Available | 1 |
| LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting | Oct 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Recovering complex ecological dynamics from time series using state-space universal dynamic equations | Oct 11, 2024 | Time Series | CodeCode Available | 1 |
| Toward Physics-guided Time Series Embedding | Oct 9, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Towards Generalisable Time Series Understanding Across Domains | Oct 9, 2024 | BenchmarkingTime Series | CodeCode Available | 1 |
| Diffusion Auto-regressive Transformer for Effective Self-supervised Time Series Forecasting | Oct 8, 2024 | DecoderDenoising | CodeCode Available | 1 |
| Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series | Oct 8, 2024 | Computational EfficiencyIrregular Time Series | CodeCode Available | 1 |
