| OrionBench: Benchmarking Time Series Generative Models in the Service of the End-User | Oct 26, 2023 | Anomaly DetectionBenchmarking | —Unverified | 0 |
| Dynamic Factor Models: a Genealogy | Oct 26, 2023 | Time Series | —Unverified | 0 |
| Model Input-Output Configuration Search with Embedded Feature Selection for Sensor Time-series and Image Classification | Oct 26, 2023 | Computational EfficiencyDecoder | CodeCode Available | 0 |
| Hierarchical Ensemble-Based Feature Selection for Time Series Forecasting | Oct 26, 2023 | Feature Importancefeature selection | —Unverified | 0 |
| Quantum Long Short-Term Memory (QLSTM) vs Classical LSTM in Time Series Forecasting: A Comparative Study in Solar Power Forecasting | Oct 25, 2023 | BenchmarkingHyperparameter Optimization | —Unverified | 0 |
| The Significance of Machine Learning in Clinical Disease Diagnosis: A Review | Oct 25, 2023 | Computational EfficiencyDiagnostic | —Unverified | 0 |
| Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks | Oct 25, 2023 | Conformal PredictionDecision Making | —Unverified | 0 |
| Multi-Task Wavelength-Multiplexed Reservoir Computing Using a Silicon Microring Resonator | Oct 25, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| Interpretable time series neural representation for classification purposes | Oct 25, 2023 | ClassificationRepresentation Learning | —Unverified | 0 |
| A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLP | Oct 25, 2023 | Binary ClassificationDeep Learning | CodeCode Available | 1 |
| Stock Market Directional Bias Prediction Using ML Algorithms | Oct 24, 2023 | Algorithmic TradingPrediction | —Unverified | 0 |
| Attention-Based Ensemble Pooling for Time Series Forecasting | Oct 24, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs | Oct 24, 2023 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| Grid Frequency Forecasting in University Campuses using Convolutional LSTM | Oct 24, 2023 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Transfer learning for day-ahead load forecasting: a case study on European national electricity demand time series | Oct 24, 2023 | ClusteringLoad Forecasting | CodeCode Available | 0 |
| Graph Deep Learning for Time Series Forecasting | Oct 24, 2023 | Deep LearningInductive Bias | —Unverified | 0 |
| Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion Models | Oct 23, 2023 | De-identificationDenoising | CodeCode Available | 1 |
| Triple Simplex Matrix Completion for Expense Forecasting | Oct 23, 2023 | Matrix CompletionTime Series | —Unverified | 0 |
| Extended Deep Adaptive Input Normalization for Preprocessing Time Series Data for Neural Networks | Oct 23, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Learning spatio-temporal patterns with Neural Cellular Automata | Oct 23, 2023 | Time Series | CodeCode Available | 1 |
| Identifiability of total effects from abstractions of time series causal graphs | Oct 23, 2023 | Time Series | —Unverified | 0 |
| XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification | Oct 23, 2023 | BenchmarkingTime Series | CodeCode Available | 0 |
| Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift | Oct 23, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Beyond VaR and CVaR: Topological Risk Measures in Financial Markets | Oct 23, 2023 | ManagementTime Series | CodeCode Available | 0 |
| Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting | Oct 22, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| FLAIR: a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery | Oct 20, 2023 | DiversityLand Cover Classification | CodeCode Available | 1 |
| Metastable Financial Markets | Oct 19, 2023 | Causal InferenceTime Series | —Unverified | 0 |
| Blending gradient boosted trees and neural networks for point and probabilistic forecasting of hierarchical time series | Oct 19, 2023 | DiversityFeature Engineering | CodeCode Available | 1 |
| A New Time Series Similarity Measure and Its Smart Grid Applications | Oct 19, 2023 | Anomaly DetectionDynamic Time Warping | —Unverified | 0 |
| Towards a Deep Learning-based Online Quality Prediction System for Welding Processes | Oct 19, 2023 | ARCContinual Learning | —Unverified | 0 |
| Simulation-based Bayesian Inference from Privacy Protected Data | Oct 19, 2023 | Bayesian InferenceTime Series | CodeCode Available | 0 |
| Neural Likelihood Approximation for Integer Valued Time Series Data | Oct 19, 2023 | Time Series | —Unverified | 0 |
| Hierarchical Forecasting at Scale | Oct 19, 2023 | Production ForecastingTime Series | CodeCode Available | 1 |
| MTS-LOF: Medical Time-Series Representation Learning via Occlusion-Invariant Features | Oct 19, 2023 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications | Oct 19, 2023 | Out-of-Distribution DetectionSentiment Analysis | —Unverified | 0 |
| Is Channel Independent strategy optimal for Time Series Forecasting? | Oct 18, 2023 | ClusteringTime Series | —Unverified | 0 |
| Open-Set Multivariate Time-Series Anomaly Detection | Oct 18, 2023 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| Dynamic financial processes identification using sparse regressive reservoir computers | Oct 18, 2023 | Time Series | CodeCode Available | 0 |
| Interpretable Spectral Variational AutoEncoder (ISVAE) for time series clustering | Oct 18, 2023 | ClusteringDecoder | —Unverified | 0 |
| Transformers for scientific data: a pedagogical review for astronomers | Oct 18, 2023 | AstronomyTime Series | —Unverified | 0 |
| A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis | Oct 18, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 |
| MorphFlow: Estimating Motion in In Situ Tests of Concrete | Oct 17, 2023 | Time Series | —Unverified | 0 |
| Reinforcement learning with non-ergodic reward increments: robustness via ergodicity transformations | Oct 17, 2023 | Autonomous Drivingreinforcement-learning | CodeCode Available | 0 |
| Compatible Transformer for Irregularly Sampled Multivariate Time Series | Oct 17, 2023 | Time Series | CodeCode Available | 1 |
| Causal Feature Selection via Transfer Entropy | Oct 17, 2023 | Causal Discoveryfeature selection | —Unverified | 0 |
| When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting | Oct 17, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection | Oct 17, 2023 | Anomaly DetectionGraph Attention | —Unverified | 0 |
| Temporal Embeddings: Scalable Self-Supervised Temporal Representation Learning from Spatiotemporal Data for Multimodal Computer Vision | Oct 16, 2023 | Representation LearningSemantic Segmentation | —Unverified | 0 |
| Unveiling Early Warning Signals of Systemic Risks in Banks: A Recurrence Network-Based Approach | Oct 16, 2023 | Time SeriesTime Series Analysis | —Unverified | 0 |