| ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis | Jan 16, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 3 |
| Universal Time-Series Representation Learning: A Survey | Jan 8, 2024 | Feature EngineeringRepresentation Learning | CodeCode Available | 3 |
| The Rise of Diffusion Models in Time-Series Forecasting | Jan 5, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 3 |
| UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition | Nov 27, 2023 | Image ClassificationObject Detection | CodeCode Available | 3 |
| Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | Oct 12, 2023 | DecoderProbabilistic Time Series Forecasting | CodeCode Available | 3 |
| Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis | Oct 9, 2023 | BenchmarkingMultivariate Time Series Forecasting | CodeCode Available | 3 |
| Meta-Transformer: A Unified Framework for Multimodal Learning | Jul 20, 2023 | Time Series | CodeCode Available | 3 |
| Bake off redux: a review and experimental evaluation of recent time series classification algorithms | Apr 25, 2023 | Dynamic Time WarpingTime Series | CodeCode Available | 3 |
| A Survey on Causal Discovery Methods for I.I.D. and Time Series Data | Mar 27, 2023 | Causal DiscoveryTime Series | CodeCode Available | 3 |
| AER: Auto-Encoder with Regression for Time Series Anomaly Detection | Dec 27, 2022 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |
