Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Nov 20, 2016 General Classification Time Series
Code Code Available TSLANet: Rethinking Transformers for Time Series Representation Learning Apr 12, 2024 Anomaly Detection Computational Efficiency
Code Code Available Bake off redux: a review and experimental evaluation of recent time series classification algorithms Apr 25, 2023 Dynamic Time Warping Time Series
Code Code Available ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Oct 29, 2019 General Classification Time Series
Code Code Available LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection Jul 1, 2016 Anomaly Detection Decoder
Code Code Available Closing the Gap Between Synthetic and Ground Truth Time Series Distributions via Neural Mapping Jan 29, 2025 Time Series Time Series Classification
Code Code Available TFPred: Learning Discriminative Representations from Unlabeled Data for Few-Label Rotating Machinery Fault Diagnosis May 1, 2024 Fault Detection Fault Diagnosis
Code Code Available Dynamic GNNs for Precise Seizure Detection and Classification from EEG Data May 8, 2024 EEG Graph Classification
Code Code Available Deep learning for time series classification Oct 1, 2020 Activity Recognition Classification
Code Code Available Advancing Time Series Classification with Multimodal Language Modeling Mar 19, 2024 Classification Language Modeling
Code Code Available PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series May 30, 2023 Anomaly Detection Classification
Code Code Available Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Feb 21, 2025 Contrastive Learning Time Series
Code Code Available Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification Aug 13, 2022 Contrastive Learning Data Augmentation
Code Code Available Deep learning for time series classification: a review Sep 12, 2018 Deep Learning General Classification
Code Code Available Cross-Domain Pre-training with Language Models for Transferable Time Series Representations Mar 19, 2024 Language Modelling Time Series
Code Code Available Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification May 24, 2024 EEG Electrocardiography (ECG)
Code Code Available TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning Jun 16, 2025 Reinforcement Learning (RL) Time Series
Code Code Available TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning May 6, 2024 Multiple Instance Learning Time Series
Code Code Available Class-incremental Learning for Time Series: Benchmark and Evaluation Feb 19, 2024 Activity Recognition Benchmarking
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 Adversarial Attacks on Time Series Feb 27, 2019 Classification Dynamic Time Warping
Code Code Available InceptionTime: Finding AlexNet for Time Series Classification Sep 11, 2019 Deep Learning General Classification
Code Code Available Differentiable Divergences Between Time Series Oct 16, 2020 Dynamic Time Warping Time Series
Code Code Available Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Apr 7, 2022 Domain Adaptation Time Series
Code Code Available Appliance Detection Using Very Low-Frequency Smart Meter Time Series May 10, 2023 Meter Reading Time Series
Code Code Available A Generalised Signature Method for Multivariate Time Series Feature Extraction Jun 1, 2020 Time Series Time Series Analysis
Code Code Available Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Feb 10, 2021 Clustering Dynamic Time Warping
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 Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis Aug 5, 2024 Classification EEG
Code Code Available Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Dec 15, 2023 Activity Recognition Domain Adaptation
Code Code Available Disjoint-CNN for Multivariate Time Series Classification Jan 20, 2022 Classification Deep 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 Deep Attentive Time Warping Sep 13, 2023 Dynamic Time Warping Metric Learning
Code Code Available Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Sep 28, 2021 Classification Time Series
Code Code Available Dataset Condensation for Time Series Classification via Dual Domain Matching Mar 12, 2024 Data Augmentation Dataset Condensation
Code Code Available 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 Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping Nov 26, 2021 Dynamic Time Warping 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 Chaos as an interpretable benchmark for forecasting and data-driven modelling Oct 11, 2021 Benchmarking Symbolic Regression
Code Code Available The Signature Kernel is the solution of a Goursat PDE Jun 26, 2020 Dimensionality Reduction GPU
Code Code Available Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Feb 6, 2023 Activity Recognition Classification
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 Benchmark time series data sets for PyTorch -- the torchtime package Jul 25, 2022 Time Series Time Series Analysis
Code Code Available Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM Model Jun 5, 2020 Classification Diagnostic
Code Code Available CAFO: Feature-Centric Explanation on Time Series Classification Jun 3, 2024 Classification Feature Importance
Code Code Available An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Jul 31, 2020 Data Augmentation General Classification
Code Code Available Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Sep 25, 2023 Anomaly Detection Computational Efficiency
Code Code Available Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Nov 1, 2024 Quantization Representation Learning
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