CAFO: Feature-Centric Explanation on Time Series Classification Jun 3, 2024 Classification Feature Importance
Code Code Available 5 FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available 5 Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
Code Code Available 5 Gated Transformer Networks for Multivariate Time Series Classification Mar 26, 2021 Classification General Classification
Code Code Available 5 Semi-supervised Time Series Classification by Temporal Relation Prediction Jun 11, 2021 Classification Prediction
Code Code Available 5 catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
Code Code Available 5 Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
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 CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models May 24, 2024 counterfactual Time Series
Code Code Available 5 Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
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 Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
Code Code Available 5 Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Aug 12, 2018 All Classification
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 A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
Code Code Available 5 Imaging Time-Series to Improve Classification and Imputation Jun 1, 2015 Classification General 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 Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain Oct 9, 2023 Time Series Time Series 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 Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference Feb 28, 2024 Mamba Time Series
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 Improving Position Encoding of Transformers for Multivariate Time Series Classification May 26, 2023 Anomaly Detection Position
Code Code Available 5 Learning Time Series Counterfactuals via Latent Space Representations Oct 11, 2021 counterfactual Counterfactual Explanation
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 Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
Code Code Available 5 Latent ODEs for Irregularly-Sampled Time Series Jul 8, 2019 Multivariate Time Series Forecasting Multivariate Time Series Imputation
Code Code Available 5 Learning Soft Sparse Shapes for Efficient Time-Series Classification May 11, 2025 Classification Time Series
Code Code Available 5 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version Feb 24, 2023 Classification Decision Making
Code Code Available 5 The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available 5 Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available 5 Evaluation of post-hoc interpretability methods in time-series classification Feb 11, 2022 Classification Time Series
Code Code Available 5 Learning Discriminative Prototypes with Dynamic Time Warping Mar 17, 2021 Action Segmentation Dynamic Time Warping
Code Code Available 5 Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available 5 TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
Code Code Available 5 Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available 5 Large Pre-trained time series models for cross-domain Time series analysis tasks Nov 19, 2023 Self-Supervised Learning Time Series
Code Code Available 5 Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available 5 Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
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 Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
Code Code Available 5 ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
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 Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
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 An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Apr 16, 2021 Binary Classification 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 LSTM Fully Convolutional Networks for Time Series Classification Sep 8, 2017 General Classification Outlier Detection
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 Multivariate LSTM-FCNs for Time Series Classification Jan 14, 2018 Action Recognition Activity Recognition
Code Code Available 5 QUANT: A Minimalist Interval Method for Time Series Classification Aug 2, 2023 Classification CPU
Code Code Available 5 