conftrace_

time series classification

97 papers

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Also known as

TSC

Co-occurring keywords

representation learning (6206) convolutional neural network (4226) multivariate time series (139) time series (435) time series forecasting (364) dynamic time warping (81) deep neural network (1803) data augmentation (3052) time-series classification (17) irregular time series (21)

Papers

Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification AAAI 2026
FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification AAAI 2026
A Unified Shape-Aware Foundation Model for Time Series Classification AAAI 2026
Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification AAAI 2026
EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification AAAI 2026
Time Series Class-Incremental Learning via Confidence-guided Mask Distillation and Prototype-guided Contrastive Learning AAAI 2026
Neural Architecture and Hyperparameter Selection Through Meta-Learning on Time Series AAAI 2026
Weapon Activity Recognition AAAI 2025
Scalable Hierarchical Deep Neural Network for Time Series Analysis in Wearable Sensor-based Human Activity Recognition AAAI 2025
MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification AAAI 2025
DeepFeatIoT: Unifying Deep Learned, Randomized, and LLM Features for Enhanced IoT Time Series Sensor Data Classification in Smart Industries IJCAI 2025
LETS-C: Leveraging Text Embedding for Time Series Classification ACL 2025
DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025
Language Pre-training Guided Masking Representation Learning for Time Series Classification AAAI 2025
InteDisUX: Intepretation-Guided Discriminative User-Centric Explanation for Time Series AAAI 2025
Temporal Streaming Batch Principal Component Analysis for Time Series Classification (Student Abstract) AAAI 2025
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification AAAI 2025
GIST: Gear Type Identification by Spatiotemporal Trajectory Transformation for Monitoring Fisheries AAAI 2025
Energy Efficient Streaming Time Series Classification with Attentive Power Iteration AAAI 2024
Disentangling Domain and General Representations for Time Series Classification IJCAI 2024
Large Pre-trained time series models for cross-domain Time series analysis tasks NIPS 2024
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings AAAI 2024
aeon: a Python Toolkit for Learning from Time Series JMLR 2024
Diffusion Language-Shapelets for Semi-supervised Time-Series Classification AAAI 2024
Segment, Shuffle, and Stitch: A Simple Layer for Improving Time-Series Representations NIPS 2024