time series classification

A Unified Shape-Aware Foundation Model for Time Series Classification AAAI 2026 Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification AAAI 2026 Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification AAAI 2026 Coupling Liquid Time-Constant Encoders with Modern Hopfield Memory CVPR 2026 EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification AAAI 2026 FlowPath: Learning Data-Driven Manifolds with Invertible Flows for Robust Irregularly-sampled Time Series Classification AAAI 2026 Neural Architecture and Hyperparameter Selection Through Meta-Learning on Time Series AAAI 2026 TGCD: A Framework for Generalized Category Discovery in Time-Series Data AAAI 2026 Time Series Class-Incremental Learning via Confidence-guided Mask Distillation and Prototype-guided Contrastive Learning AAAI 2026 Classification of High-dimensional Time Series in Spectral Domain Using Explainable Features with Applications to Neuroimaging Data AISTATS 2025 Content-aware Balanced Spectrum Encoding in Masked Modeling for 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 DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis AAAI 2025 FIC-TSC: Learning Time Series Classification with Fisher Information Constraint ICML 2025 GIST: Gear Type Identification by Spatiotemporal Trajectory Transformation for Monitoring Fisheries AAAI 2025 Human-Machine Ritual: Synergic Performance through Real-Time Motion Recognition NeurIPS 2025 InteDisUX: Intepretation-Guided Discriminative User-Centric Explanation for Time Series AAAI 2025 Language Pre-training Guided Masking Representation Learning for Time Series Classification AAAI 2025 Learning under Temporal Label Noise ICLR 2025 LETS-C: Leveraging Text Embedding for Time Series Classification ACL 2025 MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification AAAI 2025 PPT: Patch Order Do Matters In Time Series Pretext Task ICLR 2025 Scalable Hierarchical Deep Neural Network for Time Series Analysis in Wearable Sensor-based Human Activity Recognition AAAI 2025 Shedding Light on Time Series Classification using Interpretability Gated Networks ICLR 2025 Spectral-Aware Reservoir Computing for Fast and Accurate Time Series Classification ICML 2025