CAFO: Feature-Centric Explanation on Time Series Classification Jun 3, 2024 Classification Feature Importance
Code Code Available ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive Learning Apr 11, 2025 Contrastive Learning Deep Learning
Code Code Available FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Nov 24, 2023 Time Series Time Series Classification
Code Code Available PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks May 9, 2025 Irregular Time Series Missing Values
Code Code Available Recurrent Neural Networks for Multivariate Time Series with Missing Values Jun 6, 2016 Imputation Missing Values
Code Code Available catch22: CAnonical Time-series CHaracteristics Jan 29, 2019 Classification Clustering
Code Code Available Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification Jun 18, 2022 channel selection Time Series
Code Code Available Causal and Local Correlations Based Network for Multivariate Time Series Classification Nov 27, 2024 Graph Neural Network Time Series
Code Code Available CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models May 24, 2024 counterfactual Time Series
Code Code Available Improving Position Encoding of Transformers for Multivariate Time Series Classification May 26, 2023 Anomaly Detection Position
Code Code Available Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep Learning
Code Code Available Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
Code Code Available SignSpeak: Open-Source Time Series Classification for ASL Translation Jun 27, 2024 Time Series Time Series Classification
Code Code Available Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
Code Code Available A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
Code Code Available Smart Data Collection System for Brownfield CNC Milling Machines: A New Benchmark Dataset for Data-Driven Machine Monitoring Jun 29, 2022 BIG-bench Machine Learning Philosophy
Code Code Available 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 S-Rocket: Selective Random Convolution Kernels for Time Series Classification Mar 7, 2022 Combinatorial Optimization regression
Code Code Available Fast, Accurate and Interpretable Time Series Classification Through Randomization May 31, 2021 Classification Time Series
Code Code Available Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Aug 2, 2023 Anomaly Detection Deep Learning
Code Code Available Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available Time is Not Enough: Time-Frequency based Explanation for Time-Series Black-Box Models Aug 7, 2024 Computational Efficiency Feature Importance
Code Code Available Feature-Based Time-Series Analysis in R using the theft Package Aug 12, 2022 Data Visualization Time Series
Code Code Available Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
Code Code Available 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 Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Dec 19, 2022 Time Series Time Series Analysis
Code Code Available Effectively Modeling Time Series with Simple Discrete State Spaces Mar 16, 2023 State Space Models Time Series
Code Code Available Finding active galactic nuclei through Fink Nov 20, 2022 Active Learning Binary Classification
Code Code Available Inherently Interpretable Time Series Classification via Multiple Instance Learning Nov 16, 2023 Decision Making Multiple Instance Learning
Code Code Available The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Feb 13, 2023 Time Series Time Series Analysis
Code Code Available Euler State Networks: Non-dissipative Reservoir Computing Mar 17, 2022 Memorization Time Series
Code Code Available 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 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 XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification May 7, 2020 BIG-bench Machine Learning General Classification
Code Code Available FrAug: Frequency Domain Augmentation for Time Series Forecasting Feb 18, 2023 Anomaly Detection Data Augmentation
Code Code Available Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
Code Code Available Gated Transformer Networks for Multivariate Time Series Classification Mar 26, 2021 Classification General Classification
Code Code Available Graph-Aware Contrasting for Multivariate Time-Series Classification Sep 11, 2023 Classification Contrastive Learning
Code Code Available ASTRIDE: Adaptive Symbolization for Time Series Databases Feb 8, 2023 Change Point Detection Quantization
Code Code Available HIVE-COTE 2.0: a new meta ensemble for time series classification Apr 15, 2021 General Classification Time Series
Code Code Available A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Jul 8, 2021 Question Answering Time Series
Code Code Available 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 An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Apr 16, 2021 Binary Classification General Classification
Code Code Available Insights into LSTM Fully Convolutional Networks for Time Series Classification Feb 27, 2019 Classification General Classification
Code Code Available Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Nov 1, 2024 Quantization Representation Learning
Code Code Available Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations May 31, 2020 Classification General Classification
Code Code Available Dataset Condensation for Time Series Classification via Dual Domain Matching Mar 12, 2024 Data Augmentation Dataset Condensation
Code Code Available Paying Attention to Astronomical Transients: Introducing the Time-series Transformer for Photometric Classification May 13, 2021 Classification feature selection
Code Code Available 