Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
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 Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
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 Inherently Interpretable Time Series Classification via Multiple Instance Learning Nov 16, 2023 Decision Making Multiple Instance Learning
Code Code Available 5 LSTM Fully Convolutional Networks for Time Series Classification Sep 8, 2017 General Classification Outlier Detection
Code Code Available 5 Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations May 31, 2020 Classification General Classification
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 Leveraging Class Hierarchies with Metric-Guided Prototype Learning Jul 6, 2020 General Classification Semantic Segmentation
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 Monash University, UEA, UCR Time Series Extrinsic Regression Archive Jun 19, 2020 Benchmarking Missing Values
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 Causal and Local Correlations Based Network for Multivariate Time Series Classification Nov 27, 2024 Graph Neural Network 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 Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General 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 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 Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available 5 Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available 5 Evaluation of post-hoc interpretability methods in time-series classification Feb 11, 2022 Classification Time Series
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 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 Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
Code Code Available 5 Learning Discriminative Prototypes with Dynamic Time Warping Mar 17, 2021 Action Segmentation Dynamic Time Warping
Code Code Available 5 Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available 5 Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping 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 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 Fast, Accurate and Interpretable Time Series Classification Through Randomization May 31, 2021 Classification Time Series
Code Code Available 5 