| UMSNet: An Universal Multi-sensor Network for Human Activity Recognition | May 24, 2022 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Interpretable Feature Engineering for Time Series Predictors using Attention Networks | May 23, 2022 | Feature EngineeringTime Series | —Unverified | 0 |
| Signal Restoration and Channel Estimation for Channel Sounding with SDRs | May 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forecasting of Non-Stationary Sales Time Series Using Deep Learning | May 23, 2022 | Deep LearningTime Series | —Unverified | 0 |
| Optimizing Returns Using the Hurst Exponent and Q Learning on Momentum and Mean Reversion Strategies | May 23, 2022 | Q-LearningTime Series | —Unverified | 0 |
| BolT: Fused Window Transformers for fMRI Time Series Analysis | May 23, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Robust Constrained Multi-objective Evolutionary Algorithm based on Polynomial Chaos Expansion for Trajectory Optimization | May 23, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection | May 23, 2022 | Anomaly DetectionGraph Neural Network | —Unverified | 0 |
| Time-series Transformer Generative Adversarial Networks | May 23, 2022 | Question AnsweringTime Series | CodeCode Available | 3 |
| Deep Direct Discriminative Decoders for High-dimensional Time-series Data Analysis | May 22, 2022 | DecoderHippocampus | CodeCode Available | 0 |
| A Novel Markov Model for Near-Term Railway Delay Prediction | May 21, 2022 | Density EstimationPrediction | —Unverified | 0 |
| Individual Topology Structure of Eye Movement Trajectories | May 21, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Persistent Homology of Coarse Grained State Space Networks | May 20, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts | May 20, 2022 | SentenceTime Series | —Unverified | 0 |
| A Subspace Method for Time Series Anomaly Detection in Cyber-Physical Systems | May 20, 2022 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| Conformal Prediction with Temporal Quantile Adjustments | May 20, 2022 | Conformal PredictionEconometrics | —Unverified | 0 |
| Anomaly Detection for Multivariate Time Series on Large-scale Fluid Handling Plant Using Two-stage Autoencoder | May 20, 2022 | Anomaly DetectionTime Series | —Unverified | 0 |
| Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer | May 20, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Neural Additive Models for Nowcasting | May 20, 2022 | Additive modelsBIG-bench Machine Learning | —Unverified | 0 |
| Classifying Human Activities using Machine Learning and Deep Learning Techniques | May 19, 2022 | Activity RecognitionBIG-bench Machine Learning | —Unverified | 0 |
| Time Series Anomaly Detection via Reinforcement Learning-Based Model Selection | May 19, 2022 | Anomaly DetectionModel Selection | CodeCode Available | 1 |
| Jacobian Granger Causal Neural Networks for Analysis of Stationary and Nonstationary Data | May 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Extract Dynamic Information To Improve Time Series Modeling: a Case Study with Scientific Workflow | May 19, 2022 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Inferring extended summary causal graphs from observational time series | May 19, 2022 | Causal DiscoveryTime Series | —Unverified | 0 |
| GRACE-C: Generalized Rate Agnostic Causal Estimation via Constraints | May 18, 2022 | InformativenessTime Series | —Unverified | 0 |
