| Cross-Domain Pre-training with Language Models for Transferable Time Series Representations | Mar 19, 2024 | Language ModellingTime Series | CodeCode Available | 2 |
| Advancing Time Series Classification with Multimodal Language Modeling | Mar 19, 2024 | ClassificationLanguage Modeling | CodeCode Available | 2 |
| Automated Contrastive Learning Strategy Search for Time Series | Mar 19, 2024 | AutoMLContrastive Learning | —Unverified | 0 |
| Decoding Multilingual Topic Dynamics and Trend Identification through ARIMA Time Series Analysis on Social Networks: A Novel Data Translation Framework Enhanced by LDA/HDP Models | Mar 18, 2024 | Machine TranslationTime Series | —Unverified | 0 |
| Light Curve Classification with DistClassiPy: a new distance-based classifier | Mar 18, 2024 | AstronomyClassification | CodeCode Available | 1 |
| Approximation of RKHS Functionals by Neural Networks | Mar 18, 2024 | regressionTime Series | —Unverified | 0 |
| Time Series Compression using Quaternion Valued Neural Networks and Quaternion Backpropagation | Mar 18, 2024 | Contrastive LearningTime Series | —Unverified | 0 |
| Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputation | Mar 18, 2024 | Graph Neural NetworkImputation | —Unverified | 0 |
| Analyzing the Variations in Emergency Department Boarding and Testing the Transferability of Forecasting Models across COVID-19 Pandemic Waves in Hong Kong: Hybrid CNN-LSTM approach to quantifying building-level socioecological risk | Mar 17, 2024 | Time SeriesTransfer Learning | —Unverified | 0 |
| Is Mamba Effective for Time Series Forecasting? | Mar 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| Enhancing Bandwidth Efficiency for Video Motion Transfer Applications using Deep Learning Based Keypoint Prediction | Mar 17, 2024 | Optical Flow EstimationPrediction | —Unverified | 0 |
| From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting | Mar 17, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series | Mar 16, 2024 | Functional ConnectivityHippocampus | —Unverified | 0 |
| Advancing multivariate time series similarity assessment: an integrated computational approach | Mar 16, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Time Series Representation Learning with Supervised Contrastive Temporal Transformer | Mar 16, 2024 | Change Point DetectionRepresentation Learning | CodeCode Available | 0 |
| Chain-structured neural architecture search for financial time series forecasting | Mar 15, 2024 | Bayesian OptimizationNeural Architecture Search | —Unverified | 0 |
| Rough Transformers for Continuous and Efficient Time-Series Modelling | Mar 15, 2024 | Time Series | —Unverified | 0 |
| From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations | Mar 15, 2024 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| Self-Supervised Learning for Time Series: Contrastive or Generative? | Mar 14, 2024 | Model OptimizationRepresentation Learning | CodeCode Available | 1 |
| Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings | Mar 14, 2024 | Multiple-choiceTime Series | CodeCode Available | 0 |
| TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting | Mar 14, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| Cloud gap-filling with deep learning for improved grassland monitoring | Mar 14, 2024 | Deep LearningEvent Detection | CodeCode Available | 1 |
| MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer | Mar 14, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Data-Efficient Sleep Staging with Synthetic Time Series Pretraining | Mar 13, 2024 | Brain DecodingEEG | CodeCode Available | 0 |
| Mean-Field Microcanonical Gradient Descent | Mar 13, 2024 | Time Series | CodeCode Available | 0 |