| Recurrent Neural Goodness-of-Fit Test for Time Series | Oct 17, 2024 | Decision MakingTime Series | CodeCode Available | 0 |
| Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series | Oct 17, 2024 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| Hiformer: Hybrid Frequency Feature Enhancement Inverted Transformer for Long-Term Wind Power Prediction | Oct 17, 2024 | PredictionTime Series | CodeCode Available | 0 |
| FDF: Flexible Decoupled Framework for Time Series Forecasting with Conditional Denoising and Polynomial Modeling | Oct 17, 2024 | Decision MakingDenoising | CodeCode Available | 0 |
| DiffImp: Efficient Diffusion Model for Probabilistic Time Series Imputation with Bidirectional Mamba Backbone | Oct 17, 2024 | DenoisingImputation | —Unverified | 0 |
| Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning | Oct 17, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Statistical testing on generative AI anomaly detection tools in Alzheimer's Disease diagnosis | Oct 17, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Beyond Speech and More: Investigating the Emergent Ability of Speech Foundation Models for Classifying Physiological Time-Series Signals | Oct 16, 2024 | Audio ClassificationTime Series | —Unverified | 0 |
| SSET: Swapping-Sliding Explanation for Time Series Classifiers in Affect Detection | Oct 16, 2024 | Time Series | —Unverified | 0 |
| Towards Neural Scaling Laws for Time Series Foundation Models | Oct 16, 2024 | DecoderTime Series | CodeCode Available | 1 |
| Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series | Oct 16, 2024 | Inductive BiasRepresentation Learning | —Unverified | 0 |
| ExoTST: Exogenous-Aware Temporal Sequence Transformer for Time Series Prediction | Oct 16, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| Discovering Leitmotifs in Multidimensional Time Series | Oct 16, 2024 | Time Series | CodeCode Available | 0 |
| Revisited Large Language Model for Time Series Analysis through Modality Alignment | Oct 16, 2024 | Anomaly DetectionImputation | —Unverified | 0 |
| Abnormality Forecasting: Time Series Anomaly Prediction via Future Context Modeling | Oct 16, 2024 | Time Series | CodeCode Available | 0 |
| Irregularity-Informed Time Series Analysis: Adaptive Modelling of Spatial and Temporal Dynamics | Oct 16, 2024 | Irregular Time SeriesTime Series | CodeCode Available | 0 |
| Context Matters: Leveraging Contextual Features for Time Series Forecasting | Oct 16, 2024 | ArticlesTime Series | —Unverified | 0 |
| Constrained Posterior Sampling: Time Series Generation with Hard Constraints | Oct 16, 2024 | DenoisingTime Series | —Unverified | 0 |
| CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching | Oct 16, 2024 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Data-Driven Cellular Network Selector for Vehicle Teleoperations | Oct 15, 2024 | Time Series | —Unverified | 0 |
| Spatial-Temporal Bearing Fault Detection Using Graph Attention Networks and LSTM | Oct 15, 2024 | Fault DetectionFault Diagnosis | —Unverified | 0 |
| UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba | Oct 15, 2024 | DecoderMamba | —Unverified | 0 |
| Time-Series Foundation AI Model for Value-at-Risk Forecasting | Oct 15, 2024 | Time Series | CodeCode Available | 0 |
| Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations | Oct 15, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting | Oct 15, 2024 | Benchmarkingenergy management | —Unverified | 0 |
| TraM : Enhancing User Sleep Prediction with Transformer-based Multivariate Time Series Modeling and Machine Learning Ensembles | Oct 15, 2024 | Time Series | CodeCode Available | 1 |
| LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting | Oct 15, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Time Series Viewmakers for Robust Disruption Prediction | Oct 14, 2024 | Data AugmentationPrediction | —Unverified | 0 |
| StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast | Oct 14, 2024 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Statistical Properties of Deep Neural Networks with Dependent Data | Oct 14, 2024 | regressionTime Series | —Unverified | 0 |
| SensorLLM: Human-Intuitive Alignment of Multivariate Sensor Data with LLMs for Activity Recognition | Oct 14, 2024 | Activity RecognitionDescriptive | CodeCode Available | 2 |
| GIFT-Eval: A Benchmark For General Time Series Forecasting Model Evaluation | Oct 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 3 |
| Transparent Networks for Multivariate Time Series | Oct 14, 2024 | Additive modelsTime Series | CodeCode Available | 0 |
| Building a Multivariate Time Series Benchmarking Datasets Inspired by Natural Language Processing (NLP) | Oct 14, 2024 | BenchmarkingMulti-Task Learning | —Unverified | 0 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| ABBA-VSM: Time Series Classification using Symbolic Representation on the Edge | Oct 14, 2024 | Binary ClassificationClassification | —Unverified | 0 |
| Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts | Oct 14, 2024 | Mixture-of-ExpertsTime Series | CodeCode Available | 5 |
| Can GANs Learn the Stylized Facts of Financial Time Series? | Oct 13, 2024 | Time Series | —Unverified | 0 |
| Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift | Oct 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| WormKAN: Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? | Oct 13, 2024 | Decision MakingDecoder | —Unverified | 0 |
| Improving accuracy and convergence of federated learning edge computing methods for generalized DER forecasting applications in power grid | Oct 13, 2024 | Edge-computingFederated Learning | —Unverified | 0 |
| Timeseria: an object-oriented time series processing library | Oct 12, 2024 | Anomaly DetectionTime Series | —Unverified | 0 |
| Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification | Oct 12, 2024 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Recovering complex ecological dynamics from time series using state-space universal dynamic equations | Oct 11, 2024 | Time Series | CodeCode Available | 1 |
| Underutilized land and sustainable development: effects on employment, economic output, and mitigation of CO2 emissions | Oct 11, 2024 | RetrievalRetrieval-augmented Generation | —Unverified | 0 |
| Convolutional Neural Network Design and Evaluation for Real-Time Multivariate Time Series Fault Detection in Spacecraft Attitude Sensors | Oct 11, 2024 | Anomaly DetectionFault Detection | —Unverified | 0 |
| Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection | Oct 11, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series | Oct 11, 2024 | counterfactualTime Series | —Unverified | 0 |
| Inferring birth versus death dynamics for ecological interactions in stochastic heterogeneous populations | Oct 11, 2024 | Time Series | —Unverified | 0 |