| REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning | Nov 1, 2023 | Contrastive LearningRetrieval | CodeCode Available | 1 |
| Contrastive Difference Predictive Coding | Oct 31, 2023 | Representation LearningTime Series | CodeCode Available | 1 |
| BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis | Oct 31, 2023 | Contrastive LearningSelf-Supervised Learning | CodeCode Available | 1 |
| FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space | Oct 30, 2023 | Contrastive LearningTime Series | CodeCode Available | 1 |
| A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLP | Oct 25, 2023 | Binary ClassificationDeep Learning | CodeCode Available | 1 |
| Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs | Oct 24, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift | Oct 23, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 |
| Learning spatio-temporal patterns with Neural Cellular Automata | Oct 23, 2023 | Time Series | CodeCode Available | 1 |
| Extended Deep Adaptive Input Normalization for Preprocessing Time Series Data for Neural Networks | Oct 23, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery | Oct 20, 2023 | DiversityLand Cover Classification | CodeCode Available | 1 |
| Hierarchical Forecasting at Scale | Oct 19, 2023 | Production ForecastingTime Series | CodeCode Available | 1 |
| Blending gradient boosted trees and neural networks for point and probabilistic forecasting of hierarchical time series | Oct 19, 2023 | DiversityFeature Engineering | CodeCode Available | 1 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 |
| Compatible Transformer for Irregularly Sampled Multivariate Time Series | Oct 17, 2023 | Time Series | CodeCode Available | 1 |
| When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting | Oct 17, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| OBSUM: An object-based spatial unmixing model for spatiotemporal fusion of remote sensing images | Oct 14, 2023 | ObjectTime Series | CodeCode Available | 1 |
| Counterfactual Explanations for Time Series Forecasting | Oct 12, 2023 | counterfactualTime Series | CodeCode Available | 1 |
| NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining | Oct 11, 2023 | Anomaly DetectionFew-Shot Learning | CodeCode Available | 1 |
| S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models | Oct 10, 2023 | Sleep StagingState Space Models | CodeCode Available | 1 |
| Discovering Mixtures of Structural Causal Models from Time Series Data | Oct 10, 2023 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain | Oct 9, 2023 | Time SeriesTime Series Classification | CodeCode Available | 1 |
| TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting | Oct 8, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
