| Transformer Conformal Prediction for Time Series | Jun 8, 2024 | Conformal PredictionDecoder | CodeCode Available | 1 |
| Denoising-Aware Contrastive Learning for Noisy Time Series | Jun 7, 2024 | Contrastive LearningDenoising | CodeCode Available | 1 |
| TimeSieve: Extracting Temporal Dynamics through Information Bottlenecks | Jun 7, 2024 | Financial AnalysisTime Series | CodeCode Available | 1 |
| MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning | Jun 7, 2024 | Contrastive LearningLanguage Modeling | CodeCode Available | 1 |
| TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification | Jun 6, 2024 | MambaMULTI-VIEW LEARNING | CodeCode Available | 1 |
| TIDMAD: Time Series Dataset for Discovering Dark Matter with AI Denoising | Jun 5, 2024 | BenchmarkingDenoising | CodeCode Available | 1 |
| Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning | Jun 5, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| Population Transformer: Learning Population-level Representations of Neural Activity | Jun 5, 2024 | Representation LearningTime Series | CodeCode Available | 1 |
| CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting | Jun 4, 2024 | Dataset CondensationTime Series | CodeCode Available | 1 |
| An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series | Jun 4, 2024 | HumanitarianTime Series | CodeCode Available | 1 |
| CAFO: Feature-Centric Explanation on Time Series Classification | Jun 3, 2024 | ClassificationFeature Importance | CodeCode Available | 1 |
| An Unsupervised Approach for Periodic Source Detection in Time Series | Jun 1, 2024 | Self-Supervised LearningTime Series | CodeCode Available | 1 |
| Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching | May 31, 2024 | Time Series | CodeCode Available | 1 |
| Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations | May 30, 2024 | Anomaly DetectionRepresentation Learning | CodeCode Available | 1 |
| Hierarchical Classification Auxiliary Network for Time Series Forecasting | May 29, 2024 | ClassificationTime Series | CodeCode Available | 1 |
| FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding | May 29, 2024 | Change DetectionSegmentation | CodeCode Available | 1 |
| Time Series Representation Models | May 28, 2024 | ImputationRepresentation Learning | CodeCode Available | 1 |
| USD: Unsupervised Soft Contrastive Learning for Fault Detection in Multivariate Time Series | May 25, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling | May 24, 2024 | Computational EfficiencyTime Series | CodeCode Available | 1 |
| Scaling Law for Time Series Forecasting | May 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models | May 24, 2024 | counterfactualTime Series | CodeCode Available | 1 |
| Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers | May 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Attention as an RNN | May 22, 2024 | GPUTime Series | CodeCode Available | 1 |
| Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform | May 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting | May 22, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
