| StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast | Oct 14, 2024 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP) | Oct 14, 2024 | BenchmarkingMulti-Task Learning | —Unverified | 0 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge | Oct 14, 2024 | Binary ClassificationClassification | —Unverified | 0 |
| Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts | Oct 14, 2024 | Mixture-of-ExpertsTime Series | CodeCode Available | 5 |
| Transparent Networks for Multivariate Time Series | Oct 14, 2024 | Additive modelsTime Series | CodeCode Available | 0 |
| GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation | Oct 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Can GANs Learn the Stylized Facts of Financial Time Series? | Oct 13, 2024 | Time Series | —Unverified | 0 |
| Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift | Oct 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? | Oct 13, 2024 | Decision MakingDecoder | —Unverified | 0 |