| Automated Contrastive Learning Strategy Search for Time Series | Mar 19, 2024 | AutoMLContrastive Learning | —Unverified | 0 |
| 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 |
| 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 |
| From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting | Mar 17, 2024 | Decision MakingTime Series | —Unverified | 0 |
| Enhancing Bandwidth Efficiency for Video Motion Transfer Applications using Deep Learning Based Keypoint Prediction | Mar 17, 2024 | Optical Flow EstimationPrediction | —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 |
| 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 |
| From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations | Mar 15, 2024 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| Rough Transformers for Continuous and Efficient Time-Series Modelling | Mar 15, 2024 | Time Series | —Unverified | 0 |
| MCformer: Multivariate Time Series Forecasting with Mixed-Channels Transformer | Mar 14, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings | Mar 14, 2024 | Multiple-choiceTime Series | CodeCode Available | 0 |
| FSDR: A Novel Deep Learning-based Feature Selection Algorithm for Pseudo Time-Series Data using Discrete Relaxation | Mar 13, 2024 | feature selectionTime Series | —Unverified | 0 |
| Caformer: Rethinking Time Series Analysis from Causal Perspective | Mar 13, 2024 | Anomaly DetectionImputation | —Unverified | 0 |
| Leveraging Non-Decimated Wavelet Packet Features and Transformer Models for Time Series Forecasting | Mar 13, 2024 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Unsupervised Learning of Hybrid Latent Dynamics: A Learn-to-Identify Framework | Mar 13, 2024 | Inductive BiasMeta-Learning | —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 |
| Spatiotemporal Representation Learning for Short and Long Medical Image Time Series | Mar 12, 2024 | Contrastive LearningDecision Making | CodeCode Available | 0 |
| Exploring Challenges in Deep Learning of Single-Station Ground Motion Records | Mar 12, 2024 | Deep LearningStructural Health Monitoring | CodeCode Available | 0 |
| Deep Generative Domain Adaptation with Temporal Attention for Cross-User Activity Recognition | Mar 12, 2024 | Activity RecognitionDomain Adaptation | —Unverified | 0 |