| Out-of-Distribution Dynamics Detection: RL-Relevant Benchmarks and Results | Jul 11, 2021 | Reinforcement Learning (RL)Time Series | CodeCode Available | 1 |
| A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware | Jul 8, 2021 | Question AnsweringTime Series | CodeCode Available | 1 |
| Short-term Renewable Energy Forecasting in Greece using Prophet Decomposition and Tree-based Ensembles | Jul 8, 2021 | Feature EngineeringTime Series | CodeCode Available | 1 |
| Keiki: Towards Realistic Danmaku Generation via Sequential GANs | Jul 7, 2021 | DiversityTime Series | CodeCode Available | 1 |
| Measuring Financial Time Series Similarity With a View to Identifying Profitable Stock Market Opportunities | Jul 7, 2021 | Future predictionPrediction | CodeCode Available | 1 |
| CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation | Jul 7, 2021 | Audio SynthesisImage Generation | CodeCode Available | 1 |
| Spatiotemporal information conversion machine for time-series prediction | Jul 3, 2021 | Causal InferencePrediction | CodeCode Available | 1 |
| Market regime classification with signatures | Jun 30, 2021 | ClassificationClustering | CodeCode Available | 1 |
| Continuous Latent Process Flows | Jun 29, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines | Jun 26, 2021 | BIG-bench Machine LearningManagement | CodeCode Available | 1 |
| Time-Series Representation Learning via Temporal and Contextual Contrasting | Jun 26, 2021 | Automatic Sleep Stage ClassificationContrastive Learning | CodeCode Available | 1 |
| Accelerating Recurrent Neural Networks for Gravitational Wave Experiments | Jun 26, 2021 | High-Level SynthesisTime Series | CodeCode Available | 1 |
| Continuous-Time Deep Glioma Growth Models | Jun 23, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Unsupervised Speech Enhancement using Dynamical Variational Auto-Encoders | Jun 23, 2021 | Representation LearningSpeech Enhancement | CodeCode Available | 1 |
| Neural Controlled Differential Equations for Online Prediction Tasks | Jun 21, 2021 | Irregular Time SeriesPrediction | CodeCode Available | 1 |
| GPLA-12: An Acoustic Signal Dataset of Gas Pipeline Leakage | Jun 19, 2021 | Fault DetectionFault Diagnosis | CodeCode Available | 1 |
| TS2Vec: Towards Universal Representation of Time Series | Jun 19, 2021 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| pyWATTS: Python Workflow Automation Tool for Time Series | Jun 18, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| On Contrastive Representations of Stochastic Processes | Jun 18, 2021 | Meta-LearningTime Series | CodeCode Available | 1 |
| ScoreGrad: Multivariate Probabilistic Time Series Forecasting with Continuous Energy-based Generative Models | Jun 18, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 1 |
| FinGAT: Financial Graph Attention Networks for Recommending Top-K Profitable Stocks | Jun 18, 2021 | Graph AttentionTime Series | CodeCode Available | 1 |
| SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction | Jun 17, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Voice2Series: Reprogramming Acoustic Models for Time Series Classification | Jun 17, 2021 | ClassificationData Augmentation | CodeCode Available | 1 |
| Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA | Jun 17, 2021 | Dimensionality ReductionDisentanglement | CodeCode Available | 1 |
| Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering | Jun 15, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
