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Bei-Ning Wu · SciRah

Researcher profile · Semantic Scholar

Bei-Ning Wu

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Bei-Ning Wu — researcher profile on SciRah

h-index: 13
Works: 52
Citations: 705

Most-cited papers

A Fast UAV Trajectory Planning Framework in RIS-Assisted Communication Systems With Accelerated Learning via Multithreading and Federating
Junzhi Huang, Bei-Ning Wu, Qiang Duan, Liang Dong +1 more
2025IEEE Transactions on Mobile Computing116 citations
Semantic Scholar
Real-Time Intelligent Healthcare Enabled by Federated Digital Twins With AoI Optimization
Bei-Ning Wu, Jun Huang, Qiang Duan
2026IEEE Network73 citations
Semantic Scholar
AoI-Aware Resource Management for Smart Health Via Deep Reinforcement Learning
Bei-Ning Wu, Zhengkun Cai, Wei Wu, Xia Yin
2023IEEE Access58 citations Open access
Semantic Scholar
FedTD3: An Accelerated Learning Approach for UAV Trajectory Planning
Bei-Ning Wu, Jun Huang, Qiang Duan
2025Wireless Algorithms, Systems, and Applications54 citations
Semantic Scholar
Enhancing Vehicular Platooning With Wireless Federated Learning: A Resource-Aware Control Framework
Bei-Ning Wu, Jun Huang, Qiang Duan, Liang Dong +1 more
2025IEEE Transactions on Networking53 citations Open access
Semantic Scholar
A Review of Continual Learning in Edge AI
Bei-Ning Wu, Zi-Hao Ding, Jun Huang
2026IEEE Transactions on Network Science and Engineering50 citations
Semantic Scholar
Model-Free Cooperative Optimal Output Regulation for Linear Discrete-Time Multi-Agent Systems Using Reinforcement Learning
Bei-Ning Wu, Wei Wu
2023Mathematical Problems in Engineering50 citations Open access
Semantic Scholar
Reinforcement Learning-Based Energy-Aware Coverage Path Planning for Precision Agriculture
Jun Huang, Bei-Ning Wu, Zi-Hao Ding, Leo Ostigaard
2025Research in Adaptive and Convergent Systems33 citations Open access
Semantic Scholar
"X of Information" Continuum: A Survey on AI-Driven Multi-dimensional Metrics for Next-Generation Networked Systems
Bei-Ning Wu, Jun Huang, Shui Yu
2025arXiv.org31 citations
Semantic Scholar
RELIEF: Turning Missing Modalities into Training Acceleration for Federated Learning on Heterogeneous IoT Edge
Bei-Ning Wu, Zi-Hao Ding, Jun Huang
2026IEEE Internet of Things Journal18 citations
Semantic Scholar
Lifecycle-Aware Federated Continual Learning in Mobile Autonomous Systems
Bei-Ning Wu, Jun Huang
2026arXiv.org14 citations
Semantic Scholar
Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory
Bei-Ning Wu, Zi-Hao Ding, Jun Huang, Yan-Xiao Zhao
2026arXiv.org14 citations
Semantic Scholar
Scale: Sensitivity-Aware Federated Unlearning with Information Freshness Optimization for Mobile Edge Computing
Zi-Hao Ding, Bei-Ning Wu, Jun Huang
2026IEEE International Conference on Distributed Computing Systems14 citations
Semantic Scholar
From Alpha to Omega: Lifecycle-Aware Forgetting Defense in Federated Continual Learning for Planetary Exploration
Bei-Ning Wu, Jun Huang, Yan-Xiao Zhao
2026IEEE International Conference on Distributed Computing Systems13 citations
Semantic Scholar
Benign Oscillation of Stochastic Gradient Descent with Large Learning Rate
Miao Lu, Bei-Ning Wu, Xiaodong Yang, Difan Zou
2024International Conference on Learning Representations13 citations
Semantic Scholar
EASE: Federated Multimodal Unlearning via Entanglement-Aware Anchor Closure
Zi-Hao Ding, Bei-Ning Wu, Jun-Jie Huang
2026arXiv.org11 citations
Semantic Scholar
PRISM: Exposing and Resolving Spurious Isolation in Federated Multimodal Continual Learning
Bei-Ning Wu, Zi-Hao Ding, Jun Huang
2026IEEE transactions on multimedia10 citations
Semantic Scholar
A Tale of Two Geometries: Adaptive Optimizers and Non-Euclidean Descent
Shuo Xie, Tian-Hao Wang, Bei-Ning Wu, Zhiyuan Li
2025arXiv.org10 citations
Semantic Scholar
Application-Aware Twin-in-the-Loop Planning for Federated Split Learning over Wireless Edge Networks
Zi-Hao Ding, Bei-Ning Wu, Jun Huang, Shiwen Mao
2026arXiv.org8 citations
Semantic Scholar
A Large Scale Benchmark for Test Time Adaptation Methods in Medical Image Segmentation
Wenjing Yu, Shuo Jiang, Yifei Chen, Shuo Chang +8 more
2025arXiv.org8 citations
Semantic Scholar
CrystalMem: Elastic Memory for Self-Evolving LLM Agents via Knowledge Crystallization
Bei-Ning Wu, Jun Huang
20267 citations
Semantic Scholar
Benign Oscillation of Stochastic Gradient Descent with Large Learning Rates
Miao Lu, Bei-Ning Wu, Xiaodong Yang, Difan Zou
2023arXiv.org7 citations
Semantic Scholar
From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning
Bei-Ning Wu, Fu-You Mao, Jiong Lin, Cheng Yang +6 more
2026Annual Meeting of the Association for Computational Linguistics6 citations
Semantic Scholar
SmaRT: Style-Modulated Robust Test-Time Adaptation for Cross-Domain Brain Tumor Segmentation in MRI
Yuanhan Wang, Yifei Chen, Shuo Jiang, Wenjing Yu +6 more
2025arXiv.org6 citations
Semantic Scholar
Constructive Approximation under Carleman's Condition, with Applications to Smoothed Analysis
Frederic Koehler, Bei-Ning Wu
2025arXiv.org5 citations
Semantic Scholar
Not All Experience Belongs in the Weights: Component Routing for Self-Improving GUI Agents
Bei-Ning Wu, Zi-Hao Ding, Jun Huang
20264 citations
Semantic Scholar
Can Neural Networks Achieve Optimal Computational-statistical Tradeoff? An Analysis on Single-Index Model
Si-Yu Chen, Bei-Ning Wu, Miao Lu, Zhuo-Ran Yang +1 more
2025International Conference on Learning Representations4 citations
Semantic Scholar
HEad and neCK TumOR (HECKTOR) 2025: Benchmark of Segmentation, Diagnosis, and Prognosis in Multimodal PET/CT
N. Saeed, Salma Hassan, Shahad Hardan, Lishan Cai +26 more
2026arXiv.org3 citations
Semantic Scholar
REBASE: Device-Cloud Experience Coherence for GUI Agents Across App Updates
Bei-Ning Wu, Jun Huang, Yan-Xiao Zhao
20263 citations
Semantic Scholar
FedSceneX: Time-to-Target Orchestration for Same-Scene Multimodal Federated Edge Learning
Dhe Yeong Tchalla, Bei-Ning Wu, Jun Huang, Shuyang Gu +1 more
20263 citations
Semantic Scholar
“X of Information” Continuum: A Survey on AI-Driven Multi-Dimensional Metrics for Next-Generation Networked Systems
Bei-Ning Wu, Jun Huang, Shui Yu
2026IEEE Communications Surveys and Tutorials2 citations Open access
Semantic Scholar
ERRAND: Budgeted Maintenance of Agent Memory
Bei-Ning Wu, Zi-Hao Ding, Jun Huang
20262 citations
Semantic Scholar
AFDiT: flow-guided transformer diffusion for structure-aware virtual try-on
Huiming Ding, Bei-Ning Wu, Mengtian Li, Zhifeng Xie
2025The Visual Computer2 citations
Semantic Scholar
Towards Understanding Momentum Acceleration in River-Valley Loss Landscape
Miao Lu, Ze-Yu Bian, Kai-Yue Wen, Bei-Ning Wu +3 more
20261 citations
Semantic Scholar
INFUSER: Influence-Guided Self-Evolution Improves Reasoning
Si-Yu Chen, Miao Lu, Bei-Ning Wu, Heejune Sheen +6 more
2026arXiv.org1 citations
Semantic Scholar
DR-TTA: Dynamic and Robust Test-Time Adaptation Under Low-Quality Mri Conditions for Brain Tumor Segmentation
Yuanhan Wang, Yi-Fei Chen, Shuo Jiang, Wenjing Yu +6 more
2025IEEE International Conference on Bioinformatics and Biomedicine1 citations
Semantic Scholar
Towards Theoretical Understanding of Transformer Test-Time Computing: Investigation on In-Context Linear Regression
Xingwu Chen, Miao Lu, Bei-Ning Wu, Difan Zou
2025arXiv.org1 citations
Semantic Scholar
Prior-Guided Residual Diffusion: Calibrated and Efficient Medical Image Segmentation
Fu-You Mao, Bei-Ning Wu, Yan-Feng Jiang, Han Xue +4 more
2025International Conference on Virtual Reality and Visualization1 citations Open access
Semantic Scholar
AnyAD: Unified Any-Modality Anomaly Detection in Incomplete Multi-Sequence MRI
Changwei Wu, Yi-Fei Chen, Yuxin Du, Mingxuan Liu +6 more
2025arXiv.org1 citations
Semantic Scholar
Constructive Approximation under Carleman’s Condition, with Applications to Smoothed Analysis
Frederic Koehler, Bei-Ning Wu
2026Symposium on the Theory of Computing0 citations Open access
Semantic Scholar
FairAgent: A Collaborative Multi-Agent System for Fair Competition Review
Yuan-Qing Mao, Jin-Fei Ye, Cheng Yang, Chun-Chia Wang +7 more
2026Electronics0 citations Open access
Semantic Scholar
GLeVE: Graph-Guided Lesion Grounding with Proposal Verification in 3D CT
Shuo Jiang, Yuhao Hong, Chun-Bo Jiang, Weihong Chen +8 more
2026arXiv.org0 citations
Semantic Scholar
TRACE-FND: A Constrained Evidence-Agent Workflow with Trainable Graph Adjudication for Multimodal Fake-News Detection
Han Xue, Fu-You Mao, Xin Jiang, Heng-Yue Hu +5 more
2026Electronics0 citations Open access
Semantic Scholar
R2AoP: Reliable and Robust Angle of Progression Estimation from Intrapartum Ultrasound
Yuanhan Wang, Yi-Fei Chen, Bei-Ning Wu, Ming-Xuan Liu +6 more
2026arXiv.org0 citations
Semantic Scholar
MUIT-TTA: Annotation-free intracranial hemorrhage segmentation via pseudo-anomaly synthesis and test-time adaptation
Jinying Zong, Yi-Fei Chen, Mingxuan Liu, Yuxin Du +4 more
2026Pattern Recognition0 citations
Semantic Scholar
Mutual Distillation of Dual-Foundation Models for Semi-Supervised PET/CT Segmentation
Fu-You Mao, Bei-Ning Wu, Yan-Feng Jiang, Bo Xu +4 more
2026arXiv.org0 citations
Semantic Scholar
TSM-Pose: Topology-Aware Learning with Semantic Mamba for Category-Level Object Pose Estimation
Jinshuo Liu, Bing-Tao Ma, Junlin Su, Guanyuan Pan +5 more
2026arXiv.org0 citations
Semantic Scholar
MorVess: Morphology-Aware Pulmonary Vessel Segmentation Network
Fu-You Mao, Yi-Fei Chen, Bei-Ning Wu, Li-Xin Lin +8 more
2026Pattern Recognition0 citations
Semantic Scholar
Can Neural Networks Achieve Optimal Computational-statistical Tradeoff? An Analysis on Single-Index Model
Si-Yu Chen, Bei-Ning Wu, Miao Lu, Zhuo-Ran Yang +1 more
2026arXiv.org0 citations
Semantic Scholar
Dense-RWKV: A More Effective UNet for Medical Image Translation
Fu-You Mao, Bei-Ning Wu, Yan-Feng Jiang, Han Xue +3 more
2025International Conference on Virtual Reality and Visualization0 citations
Semantic Scholar

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