| Unsupervised Learning of Hybrid Latent Dynamics: A Learn-to-Identify Framework | Mar 13, 2024 | Inductive BiasMeta-Learning | —Unverified | 0 |
| Data-Efficient Sleep Staging with Synthetic Time Series Pretraining | Mar 13, 2024 | Brain DecodingEEG | CodeCode Available | 0 |
| Caformer: Rethinking Time Series Analysis from Causal Perspective | Mar 13, 2024 | Anomaly DetectionImputation | —Unverified | 0 |
| Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting | Mar 13, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Deep Generative Domain Adaptation with Temporal Attention for Cross-User Activity Recognition | Mar 12, 2024 | Activity RecognitionDomain Adaptation | —Unverified | 0 |
| Cross-user activity recognition via temporal relation optimal transport | Mar 12, 2024 | Activity RecognitionDomain Adaptation | —Unverified | 0 |
| Deep Generative Domain Adaptation with Temporal Relation Knowledge for Cross-User Activity Recognition | Mar 12, 2024 | Activity RecognitionDomain Adaptation | —Unverified | 0 |
| Imputation of Counterfactual Outcomes when the Errors are Predictable | Mar 12, 2024 | Causal Inferencecounterfactual | —Unverified | 0 |
| Supervised Time Series Classification for Anomaly Detection in Subsea Engineering | Mar 12, 2024 | Anomaly DetectionClassification | —Unverified | 0 |
| Exploring Challenges in Deep Learning of Single-Station Ground Motion Records | Mar 12, 2024 | Deep LearningStructural Health Monitoring | CodeCode Available | 0 |
| CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning | Mar 12, 2024 | Knowledge DistillationMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Chronos: Learning the Language of Time Series | Mar 12, 2024 | Gaussian ProcessesLanguage Modeling | CodeCode Available | 7 |
| Spatiotemporal Representation Learning for Short and Long Medical Image Time Series | Mar 12, 2024 | Contrastive LearningDecision Making | CodeCode Available | 0 |
| Dataset Condensation for Time Series Classification via Dual Domain Matching | Mar 12, 2024 | Data AugmentationDataset Condensation | CodeCode Available | 1 |
| Data-Driven Tuning Parameter Selection for High-Dimensional Vector Autoregressions | Mar 11, 2024 | Time Series | —Unverified | 0 |
| Koopman Ensembles for Probabilistic Time Series Forecasting | Mar 11, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 0 |
| Grid Monitoring with Synchro-Waveform and AI Foundation Model Technologies | Mar 11, 2024 | Anomaly DetectionData Compression | —Unverified | 0 |
| Time Series Analysis of Key Societal Events as Reflected in Complex Social Media Data Streams | Mar 11, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| FFAD: A Novel Metric for Assessing Generated Time Series Data Utilizing Fourier Transform and Auto-encoder | Mar 11, 2024 | Image GenerationTime Series | —Unverified | 0 |
| Probabilistic Forecasting of Real-Time Electricity Market Signals via Interpretable Generative AI | Mar 9, 2024 | Time Series | —Unverified | 0 |
| Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest | Mar 9, 2024 | EEGMultimodal Deep Learning | —Unverified | 0 |
| S^2IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting | Mar 9, 2024 | Prompt LearningTime Series | CodeCode Available | 2 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process | Mar 9, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| tsGT: Stochastic Time Series Modeling With Transformer | Mar 8, 2024 | Time Series | —Unverified | 0 |
| What is different between these datasets? | Mar 8, 2024 | Time Series | —Unverified | 0 |