Mengna Liu

23 papers A* 2B 1C 2Journal 16Unranked 2
YearRankTypeTitle / Venue / Authors
2026 A* conf
Beyond Missing Data Imputation: Information-Theoretic Coupling of Missingness and Class Imbalance for Optimal Irregular Time Series Classification.
AAAI
Xin Qin, Mengna Liu, Wenjie Wang, Shuxin Li, Tianjiao Li, Xiufeng Liu, Xu Cheng
2026 J jnl
Interpretable Chinese Metaphor Identification via LLM-Assisted MIPVU Rule Script Generation: A Comparative Protocol Study.
CoRR
Weihang Huang, Mengna Liu
2026 J jnl
Learning Domain-Generalizable Discriminative Representations by Mixing Euclidean Dynamics and Hilbert Statistics for Wind Turbine Blade Icing Detection.
IEEE Trans. Ind. Informatics
Wenjie Wang, Mengna Liu, Yunke Li, Xu Cheng, Xiufeng Liu, Shengyong Chen
2026 J jnl
Time-Frequency Collaborative Learning for Imbalanced Ship Motion Data With Missing Labels in Sea State Estimation.
IEEE Trans. Cybern.
Shuxin Li, Mengna Liu, Xu Cheng, Junhao Xiao, Shengyong Chen
2025 J jnl
An end-to-end model for time series classification in the presence of missing values.
Expert Syst. Appl.
Mengna Liu, Pengshuai Yao, Xu Cheng, Shengyong Chen
2025 J jnl
Dynamic Graph-Like Learning with Contrastive Clustering on Temporally-Factored Ship Motion Data for Imbalanced Sea State Estimation in Autonomous Vessel.
CoRR
Kexin Wang, Mengna Liu, Xu Cheng, Fan Shi, Shanshan Qi, Shengyong Chen
2025 J jnl
Leveragable Adaptive Multi-Scale Features and Learnable Prototypes for Imbalanced Sea State Estimation Based on Ship Motion Data.
IEEE Trans. Intell. Transp. Syst.
Zhichao Xu, Mengna Liu, Tianjiao Li, Xiufeng Liu, Xu Cheng, Shengyong Chen
2025 A* conf
Multi-Scale Convolutional Networks with Class-Normalized Logit Clipping for Robust Sea State Estimation from Noisy Ship Motion Data.
ICRA
Xin Qin, Mengna Liu, Xu Cheng, Xiufeng Liu, Fan Shi, Jianhua Zhang, Shengyong Chen
2025 J jnl
One Stone, Three Birds: Prototype-Enhanced Federated Learning for Mitigating Data Scarcity, Imbalance, and Heterogeneity in Blade Icing Detection Across Distributed Wind Farms.
IEEE Internet Things J.
Lele Qi, Mengna Liu, Xu Cheng, Chen Jia, Xiufeng Liu, Shengyong Chen
2025 J jnl
Optimization of Meta-Learning Algorithms Based on Adversarial Training in Vehicular and Mobile Communications.
IEEE Trans. Veh. Technol.
Baofeng Ji, Mengna Liu, Shahid Mumtaz, Huitao Fan, Shaoyong Guo
2025 J jnl
Prototype-based Heterogeneous Federated Learning for Blade Icing Detection in Wind Turbines with Class Imbalanced Data.
CoRR
Lele Qi, Mengna Liu, Xu Cheng, Fan Shi, Xiufeng Liu, Shengyong Chen
2025 C conf
Robust Online Detection of Anomalies in Evolving Data Streams with GAN Imputation.
CSCWD
Xinyao Xu, Mengna Liu, Xu Cheng, Jianhua Zhang, Feng Xiao, Guang Yang
2025 J jnl
Topology identification and synchronization of neural networks based on privacy protection.
J. Frankl. Inst.
Yuhua Xu, Mengna Liu, Huihui Ji, Xiaoqun Wu
2024 J jnl
A Prototype-Empowered Kernel-Varying Convolutional Model for Imbalanced Sea State Estimation in IoT-Enabled Autonomous Ship.
IEEE Trans. Sustain. Comput.
Mengna Liu, Xu Cheng, Fan Shi, Xiufeng Liu, Hongning Dai, Shengyong Chen
2024 J jnl
An End-to-End Model for Time Series Classification In the Presence of Missing Values.
CoRR
Pengshuai Yao, Mengna Liu, Xu Cheng, Fan Shi, Huan Li, Xiufeng Liu, Shengyong Chen
2024 J jnl
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data.
CoRR
Mengna Liu, Dong Xiang, Xu Cheng, Xiufeng Liu, Dalin Zhang, Shengyong Chen, Christian S. Jensen
2024 J jnl
Multilevel Signal Decomposition Layer-Specific Residual Network for Blade Icing Prediction.
IEEE Signal Process. Lett.
Dong Xiang, Sizhuo Chen, Mengna Liu, Fan Shi, Xu Cheng
2024 — conf
Multiscale Wavelet-Driven Transformerfor Blade Icing Detection.
FAIML
Dong Xiang, Xu Cheng, Sizhuo Chen, Mengna Liu, Fan Shi, Xiufeng Liu
2024 B conf
Online Anomaly Detection for Streaming Data in the Presence of Missing Values.
SMC
Xinyao Xu, Mengna Liu, Xu Cheng, Lei Song, Jianhua Zhang
2024 C conf
Robust Classification of Incomplete Time Series with Noisy Labels.
CSCWD
Xin Qin, Pengshuai Yao, Mengna Liu, Xu Cheng, Fan Shi, Lili Guo
2023 — conf
Learning-Based Model Predictive Control with Application in Robotic Trajectory Tracking.
CDC
Hongyu Zhu, Mengna Liu, Dan Yu
2022 J jnl
Kernelised correlation filters target tracking fused multi-feature based on the unmanned aerial vehicle platform.
IET Wirel. Sens. Syst.
Zhouzhou Liu, Mengna Liu, Yangmei Zhang
2022 J jnl
Research on Risk Contagion among Financial Submarkets in China Based on Complex Networks.
Entropy
Yuhua Xu, Yue Zhao, Mengna Liu, Chengrong Xie