| Embedded Topic Models Enhanced by Wikification | Oct 3, 2024 | ArticlesTime Series | —Unverified | 0 |
| Plots Unlock Time-Series Understanding in Multimodal Models | Oct 3, 2024 | Activity RecognitionTime Series | —Unverified | 0 |
| Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting | Oct 3, 2024 | Contrastive LearningDenoising | CodeCode Available | 0 |
| Demand Forecasting in Supply Chain Management for Rossmann Stores Using Weather Enhanced Deep Learning Model | Oct 2, 2024 | Demand ForecastingManagement | —Unverified | 0 |
| Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series | Oct 2, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 3 |
| Model Comparisons: XNet Outperforms KAN | Oct 2, 2024 | Kolmogorov-Arnold Networksmodel | —Unverified | 0 |
| MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingMultivariate Time Series Forecastingm | CodeCode Available | 3 |
| FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting | Oct 2, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting | Oct 2, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Advancing Spatio-temporal Storm Surge Prediction with Hierarchical Deep Neural Networks | Oct 1, 2024 | Time Series | —Unverified | 0 |
| Recovering Time-Varying Networks From Single-Cell Data | Oct 1, 2024 | Meta-LearningTime Series | —Unverified | 0 |
| Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputation | Oct 1, 2024 | EEGElectromyography (EMG) | CodeCode Available | 0 |
| Asymmetrically connected reservoir networks learn better | Oct 1, 2024 | Time Series | —Unverified | 0 |
| AR-Sieve Bootstrap for the Random Forest and a simulation-based comparison with rangerts time series prediction | Oct 1, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data | Oct 1, 2024 | Maximum SeparationRepresentation Learning | —Unverified | 0 |
| Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data | Oct 1, 2024 | Earth ObservationSegmentation | —Unverified | 0 |
| Detecting Structural breakpoints in natural gas and electricity wholesale prices via Bayesian ensemble approach, in the era of energy prices turmoil of 2022 period: the cases of ten European markets | Sep 30, 2024 | Time Series | —Unverified | 0 |
| GARCH-Informed Neural Networks for Volatility Prediction in Financial Markets | Sep 30, 2024 | PredictionTime Series | —Unverified | 0 |
| StreamEnsemble: Predictive Queries over Spatiotemporal Streaming Data | Sep 30, 2024 | Time Series | —Unverified | 0 |
| A SSM is Polymerized from Multivariate Time Series | Sep 30, 2024 | MambaState Space Models | CodeCode Available | 0 |
| TSI: A Multi-View Representation Learning Approach for Time Series Forecasting | Sep 30, 2024 | Representation LearningTime Series | CodeCode Available | 0 |
| Stream-level flow matching with Gaussian processes | Sep 30, 2024 | Gaussian ProcessesTime Series | CodeCode Available | 0 |
| Frequency Adaptive Normalization For Non-stationary Time Series Forecasting | Sep 30, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting | Sep 30, 2024 | Irregular Time SeriesTime Series | —Unverified | 0 |
| Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series Classification | Sep 30, 2024 | Model SelectionTime Series | CodeCode Available | 0 |
| Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation | Sep 29, 2024 | DiversityDomain Adaptation | CodeCode Available | 0 |
| KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators | Sep 29, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts | Sep 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market data | Sep 28, 2024 | PredictionTime Series | CodeCode Available | 0 |
| Explicit construction of recurrent neural networks effectively approximating discrete dynamical systems | Sep 28, 2024 | Time Series | —Unverified | 0 |
| Volatility Forecasting in Global Financial Markets Using TimeMixer | Sep 27, 2024 | ManagementTime Series | —Unverified | 0 |
| Tail Risk Analysis for Financial Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| On the Power of Decision Trees in Auto-Regressive Language Modeling | Sep 27, 2024 | Computational EfficiencyDiversity | —Unverified | 0 |
| Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| CESNET-TimeSeries24: Time Series Dataset for Network Traffic Anomaly Detection and Forecasting | Sep 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Forecasting Macroeconomic Dynamics using a Calibrated Data-Driven Agent-based Model | Sep 27, 2024 | Bayesian InferenceTime Series | —Unverified | 0 |
| HSTFL: A Heterogeneous Federated Learning Framework for Misaligned Spatiotemporal Forecasting | Sep 27, 2024 | energy managementFederated Learning | —Unverified | 0 |
| Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series | Sep 27, 2024 | Time Series | —Unverified | 0 |
| CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns | Sep 27, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark | Sep 26, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 3 |
| Method for Evaluating the Number of Signal Sources and Application to Non-invasive Brain-computer Interface | Sep 26, 2024 | Brain Computer InterfaceTime Series | —Unverified | 0 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 |
| Causality-based Subject and Task Fingerprints using fMRI Time-series Data | Sep 26, 2024 | Graph Neural NetworkTime Series | —Unverified | 0 |
| A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network | Sep 26, 2024 | ClassificationSuperpixels | —Unverified | 0 |
| Using dynamic loss weighting to boost improvements in forecast stability | Sep 26, 2024 | Time Series | CodeCode Available | 0 |
| 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 |
| PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting | Sep 26, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Machine Learning-based vs Deep Learning-based Anomaly Detection in Multivariate Time Series for Spacecraft Attitude Sensors | Sep 26, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction | Sep 26, 2024 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |