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| 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 |