Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping Time Series
Code Code Available 5 Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations May 30, 2024 Anomaly Detection Representation Learning
Code Code Available 5 Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
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 HIVE-COTE 2.0: a new meta ensemble for time series classification Apr 15, 2021 General Classification Time Series
Code Code Available 5 catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
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 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 Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
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 Inherently Interpretable Time Series Classification via Multiple Instance Learning Nov 16, 2023 Decision Making Multiple Instance Learning
Code Code Available 5 S-Rocket: Selective Random Convolution Kernels for Time Series Classification Mar 7, 2022 Combinatorial Optimization regression
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 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 Look Into the LITE in Deep Learning for Time Series Classification Sep 4, 2024 Time Series Time Series Classification
Code Code Available 5 Instance-based Counterfactual Explanations for Time Series Classification Sep 28, 2020 Classification counterfactual
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 Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available 5 Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available 5 Deep Semi-Supervised Learning for Time Series Classification Feb 6, 2021 Classification Data Augmentation
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 XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification May 7, 2020 BIG-bench Machine Learning General Classification
Code Code Available 5 TS2Vec: Towards Universal Representation of Time Series Jun 19, 2021 Anomaly Detection Contrastive Learning
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 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 Learning Soft Sparse Shapes for Efficient Time-Series Classification May 11, 2025 Classification Time Series
Code Code Available 5 FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available 5 Learning Discriminative Prototypes with Dynamic Time Warping Mar 17, 2021 Action Segmentation Dynamic Time Warping
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 Lightweight Temporal Self-Attention for Classifying Satellite Image Time Series Jul 1, 2020 Earth Observation Time Series
Code Code Available 5 Learning Time Series Counterfactuals via Latent Space Representations Oct 11, 2021 counterfactual Counterfactual Explanation
Code Code Available 5 Long Expressive Memory for Sequence Modeling Oct 10, 2021 Language Modeling Language Modelling
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 Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
Code Code Available 5 MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Feb 6, 2025 Electrocardiography (ECG) Graph Learning
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 ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
Code Code Available 5 Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available 5 Open challenges for Machine Learning based Early Decision-Making research Apr 27, 2022 BIG-bench Machine Learning Decision Making
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 InceptionTime: Finding AlexNet for Time Series Classification Sep 11, 2019 Deep Learning 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 Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Dec 19, 2022 Time Series Time Series Analysis
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 Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Feb 24, 2020 General Classification Time Series
Code Code Available 5 