| T-Rep: Representation Learning for Time Series using Time-Embeddings | Oct 6, 2023 | Anomaly DetectionRepresentation Learning | CodeCode Available | 1 |
| Capturing Chronology and Extreme Values of Representative Days for Planning of Transmission Lines and Long-Term Energy Storage Systems | Oct 6, 2023 | Time Series | CodeCode Available | 0 |
| Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions | Oct 6, 2023 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| Ultimate limit on learning non-Markovian behavior: Fisher information rate and excess information | Oct 6, 2023 | Time Series | —Unverified | 0 |
| Consistency Regularization Improves Placenta Segmentation in Fetal EPI MRI Time Series | Oct 5, 2023 | Decision MakingPlacenta Segmentation | CodeCode Available | 0 |
| Comparing Time-Series Analysis Approaches Utilized in Research Papers to Forecast COVID-19 Cases in Africa: A Literature Review | Oct 5, 2023 | Decision MakingTime Series | —Unverified | 0 |
| TimeGPT-1 | Oct 5, 2023 | Deep LearningTime Series | CodeCode Available | 4 |
| An Efficient Content-based Time Series Retrieval System | Oct 5, 2023 | Information RetrievalRetrieval | —Unverified | 0 |
| Toward a Foundation Model for Time Series Data | Oct 5, 2023 | modelSelf-Supervised Learning | —Unverified | 0 |
| Multitask Learning for Time Series Data with 2D Convolution | Oct 5, 2023 | Dynamic Time WarpingRecommendation Systems | —Unverified | 0 |
| Sparse Deep Learning for Time Series Data: Theory and Applications | Oct 5, 2023 | Deep LearningModel Compression | —Unverified | 0 |
| A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs | Oct 4, 2023 | Time Series | —Unverified | 0 |
| Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms | Oct 4, 2023 | Time SeriesTime Series Classification | —Unverified | 0 |
| Conformal Predictions for Longitudinal Data | Oct 4, 2023 | Conformal PredictionManagement | —Unverified | 0 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Graph Neural Networks and Time Series as Directed Graphs for Quality Recognition | Oct 4, 2023 | Time Series | —Unverified | 0 |
| Multi-Dimension-Embedding-Aware Modality Fusion Transformer for Psychiatric Disorder Clasification | Oct 4, 2023 | Functional ConnectivityTime Series | —Unverified | 0 |
| Estimation of Models with Limited Data by Leveraging Shared Structure | Oct 4, 2023 | Time Series | —Unverified | 0 |
| CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery | Oct 3, 2023 | BenchmarkingCausal Discovery | CodeCode Available | 1 |
| Prompting-based Temporal Domain Generalization | Oct 3, 2023 | Domain GeneralizationTime Series | —Unverified | 0 |
| Enhanced LFTSformer: A Novel Long-Term Financial Time Series Prediction Model Using Advanced Feature Engineering and the DS Encoder Informer Architecture | Oct 3, 2023 | Feature EngineeringTime Series | —Unverified | 0 |
| Time-LLM: Time Series Forecasting by Reprogramming Large Language Models | Oct 3, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 4 |
| Perceiver-based CDF Modeling for Time Series Forecasting | Oct 3, 2023 | PredictionTime Series | —Unverified | 0 |
| Expert enhanced dynamic time warping based anomaly detection | Oct 2, 2023 | Anomaly DetectionDynamic Time Warping | —Unverified | 0 |
| DANI: Fast Diffusion Aware Network Inference with Preserving Topological Structure Property | Oct 2, 2023 | Time Series | CodeCode Available | 0 |
| Modality-aware Transformer for Financial Time series Forecasting | Oct 2, 2023 | Feature ImportanceTime Series | —Unverified | 0 |
| Automated regime detection in multidimensional time series data using sliced Wasserstein k-means clustering | Oct 2, 2023 | ClusteringTime Series | —Unverified | 0 |
| Non-Exchangeable Conformal Risk Control | Oct 2, 2023 | Conformal PredictionTime Series | CodeCode Available | 1 |
| Combining Deep Learning and GARCH Models for Financial Volatility and Risk Forecasting | Oct 2, 2023 | Time Series | —Unverified | 0 |
| TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series | Oct 2, 2023 | Time SeriesTime Series Prediction | CodeCode Available | 1 |
| Embedded Temporal Feature Selection for Time Series Forecasting Using Deep Learning | Oct 1, 2023 | Deep Learningfeature selection | CodeCode Available | 0 |
| Study of Stylized Facts in Stock Market Data | Oct 1, 2023 | Time Series | —Unverified | 0 |
| PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting | Oct 1, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Determining the Optimal Number of Clusters for Time Series Datasets with Symbolic Pattern Forest | Oct 1, 2023 | ClusteringTime Series | —Unverified | 0 |
| NoxTrader: LSTM-Based Stock Return Momentum Prediction for Quantitative Trading | Oct 1, 2023 | Algorithmic TradingFeature Engineering | —Unverified | 0 |
| Universality of almost periodic orbits in certain composite functions | Sep 30, 2023 | Future predictionTime Series | —Unverified | 0 |
| Unravel Anomalies: An End-to-end Seasonal-Trend Decomposition Approach for Time Series Anomaly Detection | Sep 30, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Efficient Interpretable Nonlinear Modeling for Multiple Time Series | Sep 29, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Asynchronous Graph Generator | Sep 29, 2023 | Data AugmentationGraph Attention | CodeCode Available | 0 |
| Algorithmic Recourse for Anomaly Detection in Multivariate Time Series | Sep 28, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Beyond Gut Feel: Using Time Series Transformers to Find Investment Gems | Sep 28, 2023 | Data AugmentationDecision Making | —Unverified | 0 |
| Message Propagation Through Time: An Algorithm for Sequence Dependency Retention in Time Series Modeling | Sep 28, 2023 | Time Series | —Unverified | 0 |
| Multi-Modal Financial Time-Series Retrieval Through Latent Space Projections | Sep 28, 2023 | Computational EfficiencyRetrieval | —Unverified | 0 |
| Asset Bundling for Wind Power Forecasting | Sep 28, 2023 | Auxiliary LearningTime Series | —Unverified | 0 |
| ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging | Sep 28, 2023 | ClusteringDynamic Time Warping | CodeCode Available | 0 |
| A parsimonious, computationally efficient machine learning method for spatial regression | Sep 28, 2023 | Computational Efficiencyregression | —Unverified | 0 |
| Generating Personalized Insulin Treatments Strategies with Deep Conditional Generative Time Series Models | Sep 28, 2023 | Time Series | —Unverified | 0 |
| Mixup Your Own Pairs | Sep 28, 2023 | Contrastive Learningregression | CodeCode Available | 1 |
| Investigating the changes in BOLD responses during viewing of images with varied complexity: An fMRI time-series based analysis on human vision | Sep 27, 2023 | Semantic SegmentationTime Series | CodeCode Available | 0 |
| Unified Long-Term Time-Series Forecasting Benchmark | Sep 27, 2023 | BenchmarkingTime Series | CodeCode Available | 1 |