| A Self-Supervised Framework for Function Learning and Extrapolation | Jun 14, 2021 | Inductive BiasTime Series | —Unverified | 0 |
| Signal processing on simplicial complexes | Jun 14, 2021 | DenoisingTime Series | —Unverified | 0 |
| EuroCrops: A Pan-European Dataset for Time Series Crop Type Classification | Jun 14, 2021 | Earth ObservationLand Cover Classification | —Unverified | 0 |
| Dynamic Asymmetric Causality Tests with an Application | Jun 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures | Jun 14, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| The Economic Impact of Critical National Infrastructure Failure Due to Space Weather | Jun 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| A Two-Step Framework for Arbitrage-Free Prediction of the Implied Volatility Surface | Jun 14, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| HIFI: Anomaly Detection for Multivariate Time Series with High-order Feature Interactions | Jun 11, 2021 | Anomaly DetectionTime Series | —Unverified | 0 |
| Generative Adversarial Networks in finance: an overview | Jun 11, 2021 | Image GenerationTime Series | —Unverified | 0 |
| Multivariate Pair Trading by Volatility & Model Adaption Trade-off | Jun 11, 2021 | ManagementPAIR TRADING | —Unverified | 0 |
| Time Series Anomaly Detection with label-free Model Selection | Jun 11, 2021 | Anomaly DetectionEnsemble Learning | —Unverified | 0 |
| Compositional Modeling of Nonlinear Dynamical Systems with ODE-based Random Features | Jun 10, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 0 |
| Machine Learning Framework for Sensing and Modeling Interference in IoT Frequency Bands | Jun 10, 2021 | BIG-bench Machine LearningTime Series | —Unverified | 0 |
| A new measure between sets of probability distributions with applications to erratic financial behavior | Jun 10, 2021 | Change Point DetectionPortfolio Optimization | —Unverified | 0 |
| Deep Probabilistic Koopman: Long-term time-series forecasting under periodic uncertainties | Jun 10, 2021 | Demand ForecastingDiversity | —Unverified | 0 |
| GP-ConvCNP: Better Generalization for Convolutional Conditional Neural Processes on Time Series Data | Jun 9, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Towards Deep Industrial Transfer Learning for Anomaly Detection on Time Series Data | Jun 9, 2021 | Anomaly DetectionDeep Learning | —Unverified | 0 |
| Multistep Electric Vehicle Charging Station Occupancy Prediction using Hybrid LSTM Neural Networks | Jun 9, 2021 | PredictionTime Series | —Unverified | 0 |
| Uncovering Closed-form Governing Equations of Nonlinear Dynamics from Videos | Jun 9, 2021 | DecoderForm | —Unverified | 0 |
| RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting | Jun 8, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time-series Imputation of Temporally-occluded Multiagent Trajectories | Jun 8, 2021 | Collision AvoidanceDecision Making | —Unverified | 0 |
| DMIDAS: Deep Mixed Data Sampling Regression for Long Multi-Horizon Time Series Forecasting | Jun 7, 2021 | regressionTime Series | —Unverified | 0 |
| Differentiable Multiple Shooting Layers | Jun 7, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Time-Series Graph Network for Sea Surface Temperature Prediction | Jun 7, 2021 | Graph LearningGraph Neural Network | —Unverified | 0 |
| The effect of phased recurrent units in the classification of multiple catalogs of astronomical lightcurves | Jun 7, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Context-tree weighting for real-valued time series: Bayesian inference with hierarchical mixture models | Jun 6, 2021 | Bayesian InferenceModel Selection | —Unverified | 0 |
| Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling | Jun 6, 2021 | EconometricsTime Series | CodeCode Available | 0 |
| Distributed Learning and its Application for Time-Series Prediction | Jun 6, 2021 | PredictionTime Series | —Unverified | 0 |
| Deep Particulate Matter Forecasting Model Using Correntropy-Induced Loss | Jun 6, 2021 | BIG-bench Machine LearningTime Series | CodeCode Available | 0 |
| Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition | Jun 5, 2021 | Meta-LearningTime Series | —Unverified | 0 |
| A General Method for Event Detection on Social Media | Jun 4, 2021 | Event DetectionTime Series | —Unverified | 0 |
| Latent Time-Adaptive Drift-Diffusion Model | Jun 4, 2021 | modelTime Series | —Unverified | 0 |
| Causal Graph Discovery from Self and Mutually Exciting Time Series | Jun 4, 2021 | Causal Discoveryfeature selection | —Unverified | 0 |
| Causal Digital Twin from Multi-channel IoT | Jun 3, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| MINIMALIST: Mutual INformatIon Maximization for Amortized Likelihood Inference from Sampled Trajectories | Jun 3, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Probabilistic Time Series Forecasting using Augmented Recurrent Input for Dynamic Systems | Jun 3, 2021 | DecoderManagement | —Unverified | 0 |
| Homological Time Series Analysis of Sensor Signals from Power Plants | Jun 3, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Deep Signature Statistics for Likelihood-free Time-series Models | Jun 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Deep Personalized Glucose Level Forecasting Using Attention-based Recurrent Neural Networks | Jun 2, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 0 |
| Inferring Black Hole Properties from Astronomical Multivariate Time Series with Bayesian Attentive Neural Processes | Jun 2, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments | Jun 1, 2021 | Causal Discoveryscientific discovery | —Unverified | 0 |
| Pattern Discovery in Time Series with Byte Pair Encoding | May 30, 2021 | Missing ValuesTime Series | —Unverified | 0 |
| Rethinking the constraints of multimodal fusion: case study in Weakly-Supervised Audio-Visual Video Parsing | May 30, 2021 | Semantic SimilaritySemantic Textual Similarity | —Unverified | 0 |
| An improved LogNNet classifier for IoT application | May 30, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| Detailed Primary and Secondary Distribution System Model Enhancement Using AMI Data | May 29, 2021 | Time SeriesTime Series Analysis | —Unverified | 0 |
| CNTLS: A Benchmark Dataset for Abstractive or Extractive Chinese Timeline Summarization | May 29, 2021 | ArticlesInformation Retrieval | CodeCode Available | 0 |
| Accelerating Neural ODEs Using Model Order Reduction | May 28, 2021 | modelTime Series | —Unverified | 0 |
| The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy Optimization | May 28, 2021 | Action RecognitionDensity Ratio Estimation | CodeCode Available | 0 |
| Short-Term Stock Price-Trend Prediction Using Meta-Learning | May 28, 2021 | Meta-LearningPrediction | —Unverified | 0 |
| Recurrent-type Neural Networks for Real-time Short-term Prediction of Ship Motions in High Sea State | May 27, 2021 | PredictionTime Series | —Unverified | 0 |