| Real World Time Series Benchmark Datasets with Distribution Shifts: Global Crude Oil Price and Volatility | Aug 21, 2023 | Continual LearningTime Series | —Unverified | 0 |
| Using Autoencoders and AutoDiff to Reconstruct Missing Variables in a Set of Time Series | Aug 21, 2023 | Time Series | —Unverified | 0 |
| Large Transformers are Better EEG Learners | Aug 20, 2023 | Activity RecognitionEEG | CodeCode Available | 0 |
| Minimalist Traffic Prediction: Linear Layer Is All You Need | Aug 20, 2023 | AllPrediction | —Unverified | 0 |
| A Transformer-based Framework For Multi-variate Time Series: A Remaining Useful Life Prediction Use Case | Aug 19, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| ICU Mortality Prediction Using Long Short-Term Memory Networks | Aug 18, 2023 | ICU MortalityMortality Prediction | —Unverified | 0 |
| Time Series Predictions in Unmonitored Sites: A Survey of Machine Learning Techniques in Water Resources | Aug 18, 2023 | Time SeriesTime Series Prediction | —Unverified | 0 |
| DiffCharge: Generating EV Charging Scenarios via a Denoising Diffusion Model | Aug 18, 2023 | DenoisingManagement | CodeCode Available | 1 |
| Machine-Learning Solutions for the Analysis of Single-Particle Diffusion Trajectories | Aug 18, 2023 | Time Series | —Unverified | 0 |
| CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection | Aug 18, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| Development of a Neural Network-based Method for Improved Imputation of Missing Values in Time Series Data by Repurposing DataWig | Aug 18, 2023 | Decision MakingImputation | —Unverified | 0 |
| Path Signatures for Seizure Forecasting | Aug 18, 2023 | EEGPrediction | —Unverified | 0 |
| Data-driven Topology and Parameter Identification in Distribution Systems with limited Measurements | Aug 18, 2023 | Problem DecompositionTime Series | —Unverified | 0 |
| Synergistic Signal Denoising for Multimodal Time Series of Structure Vibration | Aug 17, 2023 | DenoisingStructural Health Monitoring | —Unverified | 0 |
| Online Transition-Based Feature Generation for Anomaly Detection in Concurrent Data Streams | Aug 17, 2023 | Anomaly DetectionComputational Efficiency | —Unverified | 0 |
| Linear Regression with Weak Exogeneity | Aug 17, 2023 | regressionTime Series | —Unverified | 0 |
| Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly Detection | Aug 17, 2023 | Anomaly DetectionMixture-of-Experts | CodeCode Available | 0 |
| TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series | Aug 16, 2023 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Hierarchical Topological Ordering with Conditional Independence Test for Limited Time Series | Aug 16, 2023 | Time Series | —Unverified | 0 |
| LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Aug 16, 2023 | ChatbotMultivariate Time Series Forecasting | CodeCode Available | 1 |
| IoT Data Trust Evaluation via Machine Learning | Aug 15, 2023 | BenchmarkingTime Series | CodeCode Available | 0 |
| Portfolio Selection via Topological Data Analysis | Aug 15, 2023 | ClusteringDecision Making | —Unverified | 0 |
| Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms | Aug 15, 2023 | Time SeriesTime Series Classification | CodeCode Available | 0 |
| BIRP: Bitcoin Information Retrieval Prediction Model Based on Multimodal Pattern Matching | Aug 14, 2023 | Information RetrievalRetrieval | —Unverified | 0 |
| Greedy online change point detection | Aug 14, 2023 | Change Point DetectionTime Series | —Unverified | 0 |
| ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting | Aug 14, 2023 | Computational EfficiencyManagement | —Unverified | 0 |
| TorchQL: A Programming Framework for Integrity Constraints in Machine Learning | Aug 13, 2023 | Autonomous DrivingImage Classification | —Unverified | 0 |
| Probabilistic Imputation for Time-series Classification with Missing Data | Aug 13, 2023 | ImputationMissing Values | CodeCode Available | 0 |
| ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN | Aug 13, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| Volterra Accentuated Non-Linear Dynamical Admittance (VANYA) to model Deforestation: An Exemplification from the Amazon Rainforest | Aug 12, 2023 | Time Series | —Unverified | 0 |
| Quantile Time Series Regression Models Revisited | Aug 12, 2023 | regressionTime Series | —Unverified | 0 |
| Deep learning-based flow disaggregation for short-term hydropower plant operations | Aug 11, 2023 | Decision MakingDeep Learning | —Unverified | 0 |
| Causally Linking Health Application Data and Personal Information Management Tools | Aug 11, 2023 | ManagementTime Series | —Unverified | 0 |
| Nonlinear Permuted Granger Causality | Aug 11, 2023 | Causal InferenceFunctional Connectivity | —Unverified | 0 |
| Change Point Detection with Conceptors | Aug 11, 2023 | Change Point DetectionTime Series | CodeCode Available | 0 |
| Commodities Trading through Deep Policy Gradient Methods | Aug 10, 2023 | Algorithmic TradingDeep Reinforcement Learning | —Unverified | 0 |
| A Forecaster's Review of Judea Pearl's Causality: Models, Reasoning and Inference, Second Edition, 2009 | Aug 10, 2023 | Causal InferenceTime Series | —Unverified | 0 |
| AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting | Aug 10, 2023 | AutoMLPhilosophy | CodeCode Available | 6 |
| Information decomposition reveals hidden high-order contributions to temporal irreversibility | Aug 10, 2023 | Time Series | CodeCode Available | 0 |
| PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer | Aug 9, 2023 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Sparse Binary Transformers for Multivariate Time Series Modeling | Aug 9, 2023 | Anomaly DetectionTime Series | —Unverified | 0 |
| A Comparative Study of Sentence Embedding Models for Assessing Semantic Variation | Aug 8, 2023 | Document SummarizationSemantic Similarity | —Unverified | 0 |
| Exploring Different Time-series-Transformer (TST) Architectures: A Case Study in Battery Life Prediction for Electric Vehicles (EVs) | Aug 7, 2023 | DecoderManagement | —Unverified | 0 |
| SSL-SoilNet: A Hybrid Transformer-based Framework with Self-Supervised Learning for Large-scale Soil Organic Carbon Prediction | Aug 7, 2023 | AttributeContrastive Learning | CodeCode Available | 1 |
| Worker Activity Recognition in Manufacturing Line Using Near-body Electric Field | Aug 7, 2023 | Activity RecognitionTime Series | —Unverified | 0 |
| Improving the forecast accuracy of wind power by leveraging multiple hierarchical structure | Aug 7, 2023 | Decision Makingregression | CodeCode Available | 0 |
| DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction | Aug 7, 2023 | Decision MakingDecoder | —Unverified | 0 |
| DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data | Aug 7, 2023 | Domain GeneralizationTime Series | —Unverified | 0 |
| Causal Effect Estimation on Hierarchical Spatial Graph Data | Aug 6, 2023 | Causal InferenceTime Series | CodeCode Available | 0 |
| Causal Disentanglement Hidden Markov Model for Fault Diagnosis | Aug 6, 2023 | DisentanglementDomain Adaptation | —Unverified | 0 |