| Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference | Feb 28, 2024 | MambaTime Series | CodeCode Available | 1 |
| Generative Pretrained Hierarchical Transformer for Time Series Forecasting | Feb 26, 2024 | Few-Shot LearningTime Series | CodeCode Available | 1 |
| Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly Detection | Feb 22, 2024 | Anomaly DetectionDynamic Time Warping | CodeCode Available | 1 |
| E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series | Feb 21, 2024 | Contrastive LearningTime Series | CodeCode Available | 1 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 |
| Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective | Feb 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling | Feb 16, 2024 | Missing ValuesTime Series | CodeCode Available | 1 |
| Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities | Feb 16, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Parametric Augmentation for Time Series Contrastive Learning | Feb 16, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| MTSA-SNN: A Multi-modal Time Series Analysis Model Based on Spiking Neural Network | Feb 8, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series | Feb 7, 2024 | Prediction IntervalsTime Series | CodeCode Available | 1 |
| TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling | Feb 4, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies | Feb 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Root Cause Analysis In Microservice Using Neural Granger Causal Discovery | Feb 2, 2024 | Causal DiscoveryContrastive Learning | CodeCode Available | 1 |
| Multivariate Probabilistic Time Series Forecasting with Correlated Errors | Feb 1, 2024 | Computational EfficiencyProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction | Jan 31, 2024 | DecoderGraph Learning | CodeCode Available | 1 |
| PlasmoData.jl -- A Julia Framework for Modeling and Analyzing Complex Data as Graphs | Jan 21, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact Supervision | Jan 20, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection | Jan 18, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| MSHyper: Multi-Scale Hypergraph Transformer for Long-Range Time Series Forecasting | Jan 17, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Explaining Time Series via Contrastive and Locally Sparse Perturbations | Jan 16, 2024 | Contrastive Learningcounterfactual | CodeCode Available | 1 |
| MG-TSD: Multi-Granularity Time Series Diffusion Models with Guided Learning Process Download PDF | Jan 15, 2024 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| Remaining Useful Life Prediction for Aircraft Engines using LSTM | Jan 15, 2024 | PredictionTemporal Sequences | CodeCode Available | 1 |
| BioDiffusion: A Versatile Diffusion Model for Biomedical Signal Synthesis | Jan 12, 2024 | Time Series | CodeCode Available | 1 |
| DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis | Jan 10, 2024 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
