| Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer | Aug 19, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 | 5 |
| A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware | Jul 8, 2021 | Question AnsweringTime Series | CodeCode Available | 1 | 5 |
| CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models | May 24, 2024 | counterfactualTime Series | CodeCode Available | 1 | 5 |
| Causal and Local Correlations Based Network for Multivariate Time Series Classification | Nov 27, 2024 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 | 5 |
| Causal Discovery from Subsampled Time Series with Proxy Variables | May 9, 2023 | Causal DiscoveryCausal Identification | CodeCode Available | 1 | 5 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 | 5 |
| Causal Discovery in Semi-Stationary Time Series | Jul 10, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 | 5 |
| Causal Forecasting:Generalization Bounds for Autoregressive Models | Nov 18, 2021 | Learning TheoryTime Series | CodeCode Available | 1 | 5 |
| FBNETGEN: Task-aware GNN-based fMRI Analysis via Functional Brain Network Generation | May 25, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting | Jul 30, 2020 | ManagementTime Series | CodeCode Available | 1 | 5 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Causal structure learning from time series: Large regression coefficients may predict causal links better in practice than small p-values | Feb 21, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 | 5 |
| ChartInsighter: An Approach for Mitigating Hallucination in Time-series Chart Summary Generation with A Benchmark Dataset | Jan 16, 2025 | HallucinationSentence | CodeCode Available | 1 | 5 |
| CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery | Oct 3, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 | 5 |
| Automatic Posterior Transformation for Likelihood-Free Inference | May 17, 2019 | Bayesian InferenceTime Series | CodeCode Available | 1 | 5 |
| Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | Nov 26, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| CESNET-TimeSeries24: Time Series Dataset for Network Traffic Anomaly Detection and Forecasting | Sep 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| FedTADBench: Federated Time-Series Anomaly Detection Benchmark | Dec 19, 2022 | Anomaly DetectionFederated Learning | CodeCode Available | 1 | 5 |
| Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from Data | Sep 12, 2020 | DenoisingDiversity | CodeCode Available | 1 | 5 |
| Time series forecasting with Gaussian Processes needs priors | Sep 17, 2020 | Gaussian ProcessesTime Series | CodeCode Available | 1 | 5 |
| Discrete Graph Structure Learning for Forecasting Multiple Time Series | Jan 18, 2021 | Graph structure learningTime Series | CodeCode Available | 1 | 5 |
| Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping | Nov 26, 2021 | Dynamic Time WarpingTime Series | CodeCode Available | 1 | 5 |
| AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting | Feb 14, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 | 5 |
| Changing Fashion Cultures | Mar 23, 2017 | Cultural Vocal Bursts Intensity PredictionTime Series | CodeCode Available | 1 | 5 |
| Channel-Aware Low-Rank Adaptation in Time Series Forecasting | Jul 24, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Financial time series forecasting with multi-modality graph neural network | Jan 1, 2022 | Graph Neural NetworkTime Series | CodeCode Available | 1 | 5 |
| Disentangled Sticky Hierarchical Dirichlet Process Hidden Markov Model | Apr 6, 2020 | modelTime Series | CodeCode Available | 1 | 5 |
| Discovering Mixtures of Structural Causal Models from Time Series Data | Oct 10, 2023 | Causal DiscoveryTime Series | CodeCode Available | 1 | 5 |
| Discovering Communication Pattern Shifts in Large-Scale Labeled Networks using Encoder Embedding and Vertex Dynamics | May 3, 2023 | Time Series | CodeCode Available | 1 | 5 |
| FingerFlex: Inferring Finger Trajectories from ECoG signals | Oct 23, 2022 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 | 5 |
| Discovering Nonlinear Relations with Minimum Predictive Information Regularization | Jan 7, 2020 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Automatically identifying ordinary differential equations from data | Apr 21, 2023 | Denoisingregression | CodeCode Available | 1 | 5 |
| Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines | Jun 26, 2021 | BIG-bench Machine LearningManagement | CodeCode Available | 1 | 5 |
| FLAIR #2: textural and temporal information for semantic segmentation from multi-source optical imagery | May 23, 2023 | Earth ObservationSemantic Segmentation | CodeCode Available | 1 | 5 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| ClaSP -- Parameter-free Time Series Segmentation | Jul 28, 2022 | Change Point DetectionSegmentation | CodeCode Available | 1 | 5 |
| Automatic Change-Point Detection in Time Series via Deep Learning | Nov 7, 2022 | Change Point DetectionDeep Learning | CodeCode Available | 1 | 5 |
| FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space | Oct 30, 2023 | Contrastive LearningTime Series | CodeCode Available | 1 | 5 |
| ClaSP - Time Series Segmentation | Oct 26, 2021 | Change Point DetectionSegmentation | CodeCode Available | 1 | 5 |
| Classification of Arrhythmia by Using Deep Learning with 2-D ECG Spectral Image Representation | May 14, 2020 | General ClassificationSpecificity | CodeCode Available | 1 | 5 |
| Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data | Jun 18, 2020 | Causal DiscoveryTime Series | CodeCode Available | 1 | 5 |
| Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series | Oct 8, 2024 | Computational EfficiencyIrregular Time Series | CodeCode Available | 1 | 5 |
| Discovering Predictable Latent Factors for Time Series Forecasting | Mar 18, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 | 5 |
| Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA | Jun 17, 2021 | Dimensionality ReductionDisentanglement | CodeCode Available | 1 | 5 |
| Classifying Sequences of Extreme Length with Constant Memory Applied to Malware Detection | Dec 17, 2020 | Malware DetectionTime Series | CodeCode Available | 1 | 5 |
| Diffusion Transformers for Tabular Data Time Series Generation | Apr 10, 2025 | Tabular Data GenerationTime Series | CodeCode Available | 1 | 5 |
| Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting | May 30, 2023 | DecoderTime Series | CodeCode Available | 1 | 5 |
| Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm | Sep 9, 2022 | ClusteringClustering Algorithms Evaluation | CodeCode Available | 1 | 5 |
