Browse State-of-the-Art › Time Series Classification › Papers, page 5

Time Series Classification

Papers archive 2025-07-28

archive papers tagged: 697 · with a code link: 328 · where Syntology ran a sample: 68 (60 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (68 of 697 tagged: 60 with a run with no instrument failure, 8 where every run was a failure of Syntology's instrument)

Page 5 of 7: papers 401 to 500 of 697, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Data Augmentation for Multivariate Time Series Classification: An Experimental Study
  10 Jun 2024 0 repositories listed
• Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models
  6 Jun 2024 0 repositories listed
• Time Elastic Neural Networks
  27 May 2024 0 repositories listed
• Towards Accurate Ego-lane Identification with Early Time Series Classification
  27 May 2024 0 repositories listed
• ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification
  23 May 2024 0 repositories listed
• An Active Learning Framework with a Class Balancing Strategy for Time Series Classification
  20 May 2024 0 repositories listed
• Improving Transformers using Faithful Positional Encoding
  15 May 2024 0 repositories listed
• Evaluating the Explainable AI Method Grad-CAM for Breath Classification on Newborn Time Series Data
  13 May 2024 0 repositories listed
• AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration
  28 Apr 2024 0 repositories listed
• Evaluating ROCKET and Catch22 features for calf behaviour classification from accelerometer data using Machine Learning models
  28 Apr 2024 0 repositories listed
• A Generative Approach to Credit Prediction with Learnable Prompts for Multi-scale Temporal Representation Learning
  19 Apr 2024 0 repositories listed
• Early detection of disease outbreaks and non-outbreaks using incidence data
  13 Apr 2024 0 repositories listed
• Are EEG Sequences Time Series? EEG Classification with Time Series Models and Joint Subject Training
  10 Apr 2024 0 repositories listed
• TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis
  7 Apr 2024 0 repositories listed
• DeepHeteroIoT: Deep Local and Global Learning over Heterogeneous IoT Sensor Data
  29 Mar 2024 0 repositories listed
• InceptionTime vs. Wavelet -- A comparison for time series classification
  27 Mar 2024 0 repositories listed
• Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios
  25 Mar 2024 0 repositories listed
• Supervised Time Series Classification for Anomaly Detection in Subsea Engineering
  12 Mar 2024 0 repositories listed
• Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition
  7 Mar 2024 0 repositories listed
• Predicting UAV Type: An Exploration of Sampling and Data Augmentation for Time Series Classification
  1 Mar 2024 0 repositories listed
• DTCM: Deep Transformer Capsule Mutual Distillation for Multivariate Time Series Classification
  26 Feb 2024 0 repositories listed
• MSTAR: Multi-Scale Backbone Architecture Search for Timeseries Classification
  21 Feb 2024 0 repositories listed
• SMORE: Similarity-based Hyperdimensional Domain Adaptation for Multi-Sensor Time Series Classification
  20 Feb 2024 0 repositories listed
• Towards Financially Inclusive Credit Products Through Financial Time Series Clustering
  16 Feb 2024 0 repositories listed
• Enhancing Sequential Model Performance with Squared Sigmoid TanH (SST) Activation Under Data Constraints
  14 Feb 2024 0 repositories listed
• Time-Series Classification for Dynamic Strategies in Multi-Step Forecasting
  13 Feb 2024 0 repositories listed
• Learning under Temporal Label Noise
  6 Feb 2024 0 repositories listed
• Phase-driven Domain Generalizable Learning for Nonstationary Time Series
  5 Feb 2024 0 repositories listed
• Understanding Time Series Anomaly State Detection through One-Class Classification
  3 Feb 2024 0 repositories listed
• Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification
  2 Feb 2024 0 repositories listed
• Rank Supervised Contrastive Learning for Time Series Classification
  31 Jan 2024 0 repositories listed
• Classification of Volatile Organic Compounds by Differential Mobility Spectrometry Based on Continuity of Alpha Curves
  13 Jan 2024 0 repositories listed
• Operator-learning-inspired Modeling of Neural Ordinary Differential Equations
  16 Dec 2023 0 repositories listed
• Spatial-Temporal DAG Convolutional Networks for End-to-End Joint Effective Connectivity Learning and Resting-State fMRI Classification
  16 Dec 2023 0 repositories listed
• ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors
  15 Dec 2023 0 repositories listed
• Self-supervised Machine Learning Based Approach to Orbit Modelling Applied to Space Traffic Management
  11 Dec 2023 0 repositories listed
• Fast Classification of Large Time Series Datasets
  10 Dec 2023 0 repositories listed
• Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition
  1 Dec 2023 0 repositories listed
• A Bag of Receptive Fields for Time Series Extrinsic Predictions
  29 Nov 2023 0 repositories listed
• Deep Learning for Time Series Classification of Parkinson's Disease Eye Tracking Data
  28 Nov 2023 0 repositories listed
• XAI for time-series classification leveraging image highlight methods
  28 Nov 2023 0 repositories listed
• Improving performance of heart rate time series classification by grouping subjects
  22 Nov 2023 0 repositories listed
• Image Transformation for IoT Time-Series Data: A Review
  21 Nov 2023 0 repositories listed
• Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification
  6 Nov 2023 0 repositories listed
• Ego-Network Transformer for Subsequence Classification in Time Series Data
  5 Nov 2023 0 repositories listed
• Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights
  5 Nov 2023 0 repositories listed
• Few-shot time-series anomaly detection with unsupervised domain adaptation
  1 Nov 2023 0 repositories listed
• What User Behaviors Make the Differences During the Process of Visual Analytics?
  1 Nov 2023 0 repositories listed
• MicroNAS: Memory and Latency Constrained Hardware-Aware Neural Architecture Search for Time Series Classification on Microcontrollers
  27 Oct 2023 0 repositories listed
• Optimizing IoT-Based Asset and Utilization Tracking: Efficient Activity Classification with MiniRocket on Resource-Constrained Devices
  23 Oct 2023 0 repositories listed
• Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey
  16 Oct 2023 0 repositories listed
• Gaussian processes based data augmentation and expected signature for time series classification
  16 Oct 2023 0 repositories listed
• Semi-Supervised End-To-End Contrastive Learning For Time Series Classification
  13 Oct 2023 0 repositories listed
• Quantum-Enhanced Forecasting: Leveraging Quantum Gramian Angular Field and CNNs for Stock Return Predictions
  11 Oct 2023 0 repositories listed
• Multitask Learning for Time Series Data with 2D Convolution
  5 Oct 2023 0 repositories listed
• Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms
  4 Oct 2023 0 repositories listed
• Beyond Gut Feel: Using Time Series Transformers to Find Investment Gems
  28 Sep 2023 0 repositories listed
• Diffeomorphic Transformations for Time Series Analysis: An Efficient Approach to Nonlinear Warping
  25 Sep 2023 0 repositories listed
• Early Churn Prediction from Large Scale User-Product Interaction Time Series
  25 Sep 2023 0 repositories listed
• Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions
  21 Sep 2023 0 repositories listed
• Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing
  20 Sep 2023 0 repositories listed
• MCNS: Mining Causal Natural Structures Inside Time Series via A Novel Internal Causality Scheme
  13 Sep 2023 0 repositories listed
• Examining the Effect of Pre-training on Time Series Classification
  11 Sep 2023 0 repositories listed
• SWAP: Exploiting Second-Ranked Logits for Adversarial Attacks on Time Series
  6 Sep 2023 0 repositories listed
• Multivariate time series classification with dual attention network
  26 Aug 2023 0 repositories listed
• Machine Learning-based Positioning using Multivariate Time Series Classification for Factory Environments
  22 Aug 2023 0 repositories listed
• DOMINO: Domain-invariant Hyperdimensional Classification for Multi-Sensor Time Series Data
  7 Aug 2023 0 repositories listed
• Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion
  2 Aug 2023 0 repositories listed
• Visual Explanations with Attributions and Counterfactuals on Time Series Classification
  14 Jul 2023 0 repositories listed
• Multivariate Time Series Classification: A Deep Learning Approach
  5 Jul 2023 0 repositories listed
• Generalized Time Warping Invariant Dictionary Learning for Time Series Classification and Clustering
  30 Jun 2023 0 repositories listed
• Higher-order Motif-based Time Series Classification for Forced Oscillation Source Location in Power Grids
  23 Jun 2023 0 repositories listed
• MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs
  6 Jun 2023 0 repositories listed
• Diagnostic Spatio-temporal Transformer with Faithful Encoding
  26 May 2023 0 repositories listed
• Knowledge Extraction with Interval Temporal Logic Decision Trees
  26 May 2023 0 repositories listed
• A Dictionary-based approach to Time Series Ordinal Classification
  16 May 2023 0 repositories listed
• An ensemble of convolution-based methods for fault detection using vibration signals
  5 May 2023 0 repositories listed
• Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study
  1 May 2023 0 repositories listed
• Embarrassingly Simple MixUp for Time-series
  9 Apr 2023 0 repositories listed
• Never a Dull Moment: Distributional Properties as a Baseline for Time-Series Classification
  31 Mar 2023 0 repositories listed
• From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification
  28 Mar 2023 0 repositories listed
• Explainable AI for Time Series via Virtual Inspection Layers
  11 Mar 2023 0 repositories listed
• Multi-Task Self-Supervised Time-Series Representation Learning
  2 Mar 2023 0 repositories listed
• Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles
  22 Feb 2023 0 repositories listed
• FedST: Secure Federated Shapelet Transformation for Time Series Classification
  21 Feb 2023 0 repositories listed
• Excess risk bound for deep learning under weak dependence
  15 Feb 2023 0 repositories listed
• Deep learning for ψ-weakly dependent processes
  1 Feb 2023 0 repositories listed
• Parameterizing the cost function of Dynamic Time Warping with application to time series classification
  24 Jan 2023 0 repositories listed
• Interpretable Classification of Early Stage Parkinson's Disease from EEG
  20 Jan 2023 0 repositories listed
• LB-SimTSC: An Efficient Similarity-Aware Graph Neural Network for Semi-Supervised Time Series Classification
  12 Jan 2023 0 repositories listed
• POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification
  13 Dec 2022 0 repositories listed
• The DOPE Distance is SIC: A Stable, Informative, and Computable Metric on Time Series And Ordered Merge Trees
  3 Dec 2022 0 repositories listed
• Gated Recurrent Neural Networks with Weighted Time-Delay Feedback
  1 Dec 2022 0 repositories listed
• Class-Specific Attention (CSA) for Time-Series Classification
  19 Nov 2022 0 repositories listed
• Parameterization of state duration in Hidden semi-Markov Models: an application in electrocardiography
  17 Nov 2022 0 repositories listed
• A Multi-label Time Series Classification Approach for Non-intrusive Water End-Use Monitoring
  30 Sep 2022 0 repositories listed
• Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description
  15 Sep 2022 0 repositories listed
• An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning
  12 Sep 2022 0 repositories listed
• In-situ animal behavior classification using knowledge distillation and fixed-point quantization
  9 Sep 2022 0 repositories listed
• LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning
  25 Jul 2022 0 repositories listed