| FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting | Feb 26, 2025 | Model SelectionTime Series | CodeCode Available | 2 | 5 |
| Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators | May 23, 2024 | image-classificationImage Classification | CodeCode Available | 2 | 5 |
| Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study | Apr 10, 2024 | Representation LearningTime Series | CodeCode Available | 2 | 5 |
| Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt | Mar 22, 2024 | Data AugmentationTime Series | CodeCode Available | 2 | 5 |
| Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting | Jun 24, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection | Sep 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 | 5 |
| dtaianomaly: A Python library for time series anomaly detection | Feb 20, 2025 | Anomaly DetectionTime Series | CodeCode Available | 2 | 5 |
| FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 | 5 |
| GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing | May 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 | 5 |
| Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning | Feb 7, 2024 | Contrastive LearningPrediction | CodeCode Available | 2 | 5 |
| SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition | Oct 14, 2024 | Activity RecognitionDescriptive | CodeCode Available | 2 | 5 |
| Attention to Warp: Deep Metric Learning for Multivariate Time Series | Mar 28, 2021 | Dynamic Time WarpingMetric Learning | CodeCode Available | 1 | 5 |
| Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting | Sep 4, 2021 | Irregular Time SeriesRepresentation Learning | CodeCode Available | 1 | 5 |
| Deep ConvLSTM with self-attention for human activity decoding using wearables | May 2, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Attention based Multi-Modal New Product Sales Time-series Forecasting | Aug 23, 2020 | DecoderNew Product Sales Forecasting | CodeCode Available | 1 | 5 |
| Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective | Feb 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Deep Counterfactual Estimation with Categorical Background Variables | Oct 11, 2022 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| Attention as an RNN | May 22, 2024 | GPUTime Series | CodeCode Available | 1 | 5 |
| Deep Autoregressive Models with Spectral Attention | Jul 13, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 | 5 |
| Deep Attentive Time Warping | Sep 13, 2023 | Dynamic Time WarpingMetric Learning | CodeCode Available | 1 | 5 |
| Deep Contrastive One-Class Time Series Anomaly Detection | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths | Mar 19, 2023 | Dynamic Time WarpingInformation Retrieval | CodeCode Available | 1 | 5 |
| A Transformer-based Framework for Multivariate Time Series Representation Learning | Oct 6, 2020 | Computational EfficiencyGeneral Classification | CodeCode Available | 1 | 5 |
| A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction | Sep 26, 2024 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 | 5 |
