| Class-incremental Learning for Time Series: Benchmark and Evaluation | Feb 19, 2024 | Activity RecognitionBenchmarking | CodeCode Available | 2 |
| Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective | Feb 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Multi-class Temporal Logic Neural Networks | Feb 17, 2024 | ClassificationMulti-class Classification | —Unverified | 0 |
| Towards Financially Inclusive Credit Products Through Financial Time Series Clustering | Feb 16, 2024 | ClusteringTime Series | —Unverified | 0 |
| ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling | Feb 16, 2024 | Inductive BiasIrregular Time Series | CodeCode Available | 0 |
| 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 |
| Can Transformers Predict Vibrations? | Feb 16, 2024 | Time Series | —Unverified | 0 |
| Parametric Augmentation for Time Series Contrastive Learning | Feb 16, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data | Feb 16, 2024 | AllDiversity | —Unverified | 0 |
| TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models | Feb 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| On Designing Features for Condition Monitoring of Rotating Machines | Feb 15, 2024 | Time Series | —Unverified | 0 |
| SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention | Feb 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| A Dynamical View of the Question of Why | Feb 14, 2024 | Time Series | CodeCode Available | 0 |
| Unconventional Computing based on Four Wave Mixing in Highly Nonlinear Waveguides | Feb 14, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Conformalized Adaptive Forecasting of Heterogeneous Trajectories | Feb 14, 2024 | Conformal PredictionMotion Planning | CodeCode Available | 0 |
| Patch-based adaptive temporal filter and residual evaluation | Feb 14, 2024 | DenoisingTime Series | —Unverified | 0 |
| Evaluating DTW Measures via a Synthesis Framework for Time-Series Data | Feb 14, 2024 | Dynamic Time WarpingTime Series | —Unverified | 0 |
| Changes by Butterflies: Farsighted Forecasting with Group Reservoir Transformer | Feb 14, 2024 | SensitivityTime Series | —Unverified | 0 |
| Loss Shaping Constraints for Long-Term Time Series Forecasting | Feb 14, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| IMUOptimize: A Data-Driven Approach to Optimal IMU Placement for Human Pose Estimation with Transformer Architecture | Feb 14, 2024 | Pose EstimationTime Series | —Unverified | 0 |
| Bidirectional Generative Pre-training for Improving Healthcare Time-series Representation Learning | Feb 14, 2024 | PredictionRepresentation Learning | CodeCode Available | 0 |
| Embracing the black box: Heading towards foundation models for causal discovery from time series data | Feb 14, 2024 | Causal DiscoveryTime Series | CodeCode Available | 0 |
| Enhancing Sequential Model Performance with Squared Sigmoid TanH (SST) Activation Under Data Constraints | Feb 14, 2024 | Sign Language RecognitionTime Series | —Unverified | 0 |
| Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting | Feb 13, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| ROSpace: Intrusion Detection Dataset for a ROS2-Based Cyber-Physical System | Feb 13, 2024 | Intrusion DetectionTime Series | CodeCode Available | 0 |
| On Bayesian Filtering for Markov Regime Switching Models | Feb 12, 2024 | Time Series | —Unverified | 0 |
| Time series segmentation for recognition of epileptiform patterns recorded via Microelectrode Arrays in vitro | Feb 12, 2024 | Event DetectionHippocampus | —Unverified | 0 |
| Zero-shot Imputation with Foundation Inference Models for Dynamical Systems | Feb 12, 2024 | ImputationMissing Values | —Unverified | 0 |
| Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction | Feb 12, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Measurement Scheduling for ICU Patients with Offline Reinforcement Learning | Feb 12, 2024 | Offline RLreinforcement-learning | —Unverified | 0 |
| GeoFormer: A Vision and Sequence Transformer-based Approach for Greenhouse Gas Monitoring | Feb 11, 2024 | Time Series | —Unverified | 0 |
| REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models | Feb 10, 2024 | Language ModellingLarge Language Model | CodeCode Available | 0 |
| FNSPID: A Comprehensive Financial News Dataset in Time Series | Feb 9, 2024 | Financial AnalysisTime Series | CodeCode Available | 3 |
| Generative Nowcasting of Marine Fog Visibility in the Grand Banks area and Sable Island in Canada | Feb 9, 2024 | Time Series | —Unverified | 0 |
| Explain Variance of Prediction in Variational Time Series Models for Clinical Deterioration Prediction | Feb 9, 2024 | AttributeDecision Making | —Unverified | 0 |
| Incorporating Taylor Series and Recursive Structure in Neural Networks for Time Series Prediction | Feb 9, 2024 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Safe Active Learning for Time-Series Modeling with Gaussian Processes | Feb 9, 2024 | Active LearningGaussian Processes | —Unverified | 0 |
| Multimodal Interpretable Data-Driven Models for Early Prediction of Antimicrobial Multidrug Resistance Using Multivariate Time-Series | Feb 9, 2024 | Time Series | CodeCode Available | 0 |
| TEE4EHR: Transformer Event Encoder for Better Representation Learning in Electronic Health Records | Feb 9, 2024 | Representation LearningSelf-Supervised Learning | CodeCode Available | 0 |
| TimEHR: Image-based Time Series Generation for Electronic Health Records | Feb 9, 2024 | Generative Adversarial NetworkMissing Values | CodeCode Available | 0 |
| Probabilistic Forecasting of Irregular Time Series via Conditional Flows | Feb 9, 2024 | AstronomyIrregular Time Series | CodeCode Available | 0 |
| Text2Data: Low-Resource Data Generation with Textual Control | Feb 8, 2024 | Audio SynthesisTime Series | —Unverified | 0 |
| MTSA-SNN: A Multi-modal Time Series Analysis Model Based on Spiking Neural Network | Feb 8, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Selective linear segmentation for detecting relevant parameter changes | Feb 8, 2024 | Model SelectionPoint Processes | —Unverified | 0 |
| Reduced-order modeling of unsteady fluid flow using neural network ensembles | Feb 8, 2024 | Ensemble LearningPrediction | —Unverified | 0 |
| Attention as Robust Representation for Time Series Forecasting | Feb 8, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting | Feb 8, 2024 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Time Series Diffusion in the Frequency Domain | Feb 8, 2024 | DenoisingInductive Bias | CodeCode Available | 2 |
| Exploring Hierarchical Classification Performance for Time Series Data: Dissimilarity Measures and Classifier Comparisons | Feb 7, 2024 | ClassificationTime Series | —Unverified | 0 |