| On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers | Jul 15, 2024 | Time Series | —Unverified | 0 |
| Harnessing Feature Clustering For Enhanced Anomaly Detection With Variational Autoencoder And Dynamic Threshold | Jul 14, 2024 | Anomaly DetectionClustering | —Unverified | 0 |
| xLSTMTime : Long-term Time Series Forecasting With xLSTM | Jul 14, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES | Jul 12, 2024 | Multivariate Time Series ImputationSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Monopoly Unveiled: Telecom Breakups in the US and Mexico | Jul 12, 2024 | Time Series | —Unverified | 0 |
| Granger Causality in Extremes | Jul 12, 2024 | Time Series | CodeCode Available | 0 |
| Parameter inference from a non-stationary unknown process | Jul 12, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding | Jul 12, 2024 | regressiontext-to-speech | CodeCode Available | 0 |
| Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification | Jul 12, 2024 | Activity RecognitionContrastive Learning | CodeCode Available | 0 |
| Comparative analysis of Mixed-Data Sampling (MIDAS) model compared to Lag-Llama model for inflation nowcasting | Jul 11, 2024 | modelregression | —Unverified | 0 |
| Sensor-Aware Classifiers for Energy-Efficient Time Series Applications on IoT Devices | Jul 11, 2024 | Activity RecognitionTime Series | —Unverified | 0 |
| How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation | Jul 11, 2024 | ClassificationDeep Learning | —Unverified | 0 |
| Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series | Jul 11, 2024 | Change DetectionSegmentation | CodeCode Available | 0 |
| FAR-Trans: An Investment Dataset for Financial Asset Recommendation | Jul 11, 2024 | Recommendation SystemsTime Series | —Unverified | 0 |
| Industrial-Grade Time-Dependent Counterfactual Root Cause Analysis through the Unanticipated Point of Incipient Failure: a Proof of Concept | Jul 10, 2024 | counterfactualTime Series | CodeCode Available | 0 |
| Reduced-Rank Matrix Autoregressive Models: A Medium N Approach | Jul 10, 2024 | Time Series | —Unverified | 0 |
| A Self-organizing Interval Type-2 Fuzzy Neural Network for Multi-Step Time Series Prediction | Jul 10, 2024 | PredictionTime Series | —Unverified | 0 |
| Automating Weak Label Generation for Data Programming with Clinicians in the Loop | Jul 10, 2024 | Time Series | —Unverified | 0 |
| Causal Discovery in Semi-Stationary Time Series | Jul 10, 2024 | Causal DiscoveryTime Series | CodeCode Available | 1 |
| Causal Discovery-Driven Change Point Detection in Time Series | Jul 10, 2024 | Causal DiscoveryChange Point Detection | —Unverified | 0 |
| Satellite Image Time Series Semantic Change Detection: Novel Architecture and Analysis of Domain Shift | Jul 10, 2024 | Change DetectionDisaster Response | CodeCode Available | 2 |
| Toto: Time Series Optimized Transformer for Observability | Jul 10, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| ViTime: A Visual Intelligence-Based Foundation Model for Time Series Forecasting | Jul 10, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| LETS-C: Leveraging Text Embedding for Time Series Classification | Jul 9, 2024 | ClassificationLanguage Modeling | —Unverified | 0 |
| Temporal Convolution Derived Multi-Layered Reservoir Computing | Jul 9, 2024 | Time Series | —Unverified | 0 |
| TeVAE: A Variational Autoencoder Approach for Discrete Online Anomaly Detection in Variable-state Multivariate Time-series Data | Jul 9, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| JANET: Joint Adaptive predictioN-region Estimation for Time-series | Jul 8, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Time Series Dataset for Modeling and Forecasting of N_2O in Wastewater Treatment | Jul 8, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| GeoWATCH for Detecting Heavy Construction in Heterogeneous Time Series of Satellite Images | Jul 8, 2024 | Activity Recognitionimage-classification | —Unverified | 0 |
| Volatility modeling in a Markovian environment: Two Ornstein-Uhlenbeck-related approaches | Jul 8, 2024 | Time Series | —Unverified | 0 |
| Deep Learning-based Anomaly Detection and Log Analysis for Computer Networks | Jul 8, 2024 | Anomaly DetectionGenerative Adversarial Network | —Unverified | 0 |
| Topological Persistence Guided Knowledge Distillation for Wearable Sensor Data | Jul 7, 2024 | Activity RecognitionDeep Learning | —Unverified | 0 |
| Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT | Jul 6, 2024 | QuantizationTime Series | —Unverified | 0 |
| A Generalized Transformer-based Radio Link Failure Prediction Framework in 5G RANs | Jul 6, 2024 | Graph Neural NetworkPrediction | —Unverified | 0 |
| TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation | Jul 5, 2024 | Autonomous DrivingData Augmentation | —Unverified | 0 |
| Block-diagonal idiosyncratic covariance estimation in high-dimensional factor models for financial time series | Jul 4, 2024 | ClusteringTime Series | —Unverified | 0 |
| An Autoencoder Architecture for L-band Passive Microwave Retrieval of Landscape Freeze-Thaw Cycle | Jul 4, 2024 | Anomaly DetectionRetrieval | CodeCode Available | 0 |
| Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models | Jul 4, 2024 | Sentiment AnalysisTime Series | —Unverified | 0 |
| A Self-Supervised Task for Fault Detection in Satellite Multivariate Time Series | Jul 3, 2024 | Fault DetectionMulti-Task Learning | —Unverified | 0 |
| Terrain Classification Enhanced with Uncertainty for Space Exploration Robots from Proprioceptive Data | Jul 3, 2024 | Bayesian OptimizationClassification | —Unverified | 0 |
| Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing | Jul 3, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Membership Inference Attacks Against Time-Series Models | Jul 3, 2024 | Time SeriesTime Series Prediction | —Unverified | 0 |
| A Fast Multitaper Power Spectrum Estimation in Nonuniformly Sampled Time Series | Jul 2, 2024 | Time Series | CodeCode Available | 0 |
| Large Scale Hierarchical Industrial Demand Time-Series Forecasting incorporating Sparsity | Jul 2, 2024 | Demand ForecastingTime Series | CodeCode Available | 0 |
| Learning Graph Structures and Uncertainty for Accurate and Calibrated Time-series Forecasting | Jul 2, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks | Jul 2, 2024 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 0 |
| Automated Knowledge Graph Learning in Industrial Processes | Jul 2, 2024 | Decision MakingGraph Learning | —Unverified | 0 |
| A new Takagi–Sugeno–Kang model for time series forecasting | Jul 1, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 0 |
| Macroeconomic Forecasting with Large Language Models | Jul 1, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing | Jul 1, 2024 | Data AugmentationEvent Detection | —Unverified | 0 |