Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
Code Code Available 5 Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Dec 19, 2022 Time Series Time Series Analysis
Code Code Available 5 Effectively Modeling Time Series with Simple Discrete State Spaces Mar 16, 2023 State Space Models Time Series
Code Code Available 5 EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification Jan 24, 2021 Brain Computer Interface Classification
Code Code Available 5 Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available 5 TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available 5 A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
Code Code Available 5 Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification Dec 9, 2020 Anomaly Detection Atrial Fibrillation Detection
Code Code Available 5 Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Aug 2, 2023 Anomaly Detection Deep Learning
Code Code Available 5 Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available 5 Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Feb 13, 2023 Time Series Time Series Analysis
Code Code Available 5 MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification Mar 7, 2025 Action Recognition EEG
Code Code Available 5 HIVE-COTE 2.0: a new meta ensemble for time series classification Apr 15, 2021 General Classification Time Series
Code Code Available 5 Highly comparative time-series analysis: The empirical structure of time series and their methods Apr 3, 2013 Time Series Time Series Analysis
Code Code Available 5 HYDRA: Competing convolutional kernels for fast and accurate time series classification Mar 25, 2022 Time Series Time Series Analysis
Code Code Available 5 FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Nov 24, 2023 Time Series Time Series Classification
Code Code Available 5 A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Jul 8, 2021 Question Answering Time Series
Code Code Available 5 Gated Transformer Networks for Multivariate Time Series Classification Mar 26, 2021 Classification General Classification
Code Code Available 5 Imaging Time-Series to Improve Classification and Imputation Jun 1, 2015 Classification General Classification
Code Code Available 5 ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
Code Code Available 5 CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models May 24, 2024 counterfactual Time Series
Code Code Available 5 An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Apr 16, 2021 Binary Classification General Classification
Code Code Available 5 Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Nov 1, 2024 Quantization Representation Learning
Code Code Available 5 FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification May 29, 2025 Anomaly Detection Contrastive Learning
Code Code Available 5 Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
Code Code Available 5 Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
Code Code Available 5 The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available 5 A Transformer-based Framework for Multivariate Time Series Representation Learning Oct 6, 2020 Computational Efficiency General Classification
Code Code Available 5 Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress Sep 29, 2020 Anomaly Detection Time Series
Code Code Available 5 Attention as an RNN May 22, 2024 GPU Time Series
Code Code Available 5 Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping Nov 26, 2021 Dynamic Time Warping Time Series
Code Code Available 5 Attention to Warp: Deep Metric Learning for Multivariate Time Series Mar 28, 2021 Dynamic Time Warping Metric Learning
Code Code Available 5 Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sep 4, 2021 Irregular Time Series Representation Learning
Code Code Available 5 ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series Dec 17, 2023 Time Series Time Series Classification
Code Code Available 5 Dataset Condensation for Time Series Classification via Dual Domain Matching Mar 12, 2024 Data Augmentation Dataset Condensation
Code Code Available 5 Instance-based Counterfactual Explanations for Time Series Classification Sep 28, 2020 Classification counterfactual
Code Code Available 5 Causal and Local Correlations Based Network for Multivariate Time Series Classification Nov 27, 2024 Graph Neural Network Time Series
Code Code Available 5 Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Sep 25, 2023 Anomaly Detection Computational Efficiency
Code Code Available 5 Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
Code Code Available 5 A semi-supervised methodology for fishing activity detection using the geometry behind the trajectory of multiple vessels Jul 12, 2022 Action Detection Activity Detection
Code Code Available 5 Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available 5 Forecasting with sktime: Designing sktime's New Forecasting API and Applying It to Replicate and Extend the M4 Study May 16, 2020 BIG-bench Machine Learning Time Series
Code Code Available 5 Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available 5 Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Dec 15, 2023 Activity Recognition Domain Adaptation
Code Code Available 5 Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Nov 23, 2020 Explainable Models General Classification
Code Code Available 5 Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Apr 7, 2022 Domain Adaptation Time Series
Code Code Available 5 An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Jul 31, 2020 Data Augmentation General Classification
Code Code Available 5 Benchmark time series data sets for PyTorch -- the torchtime package Jul 25, 2022 Time Series Time Series Analysis
Code Code Available 5 Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available 5 Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available 5 