Wenke Huang

Wuhan University, China

52 papers at tracked venues · 49 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-4819-293X ↗Google Scholar ↗Homepage ↗

Venues

ICML ×13 NeurIPS ×13 AAAI ×10 CVPR ×6 ACM MM ×2 IJCAI ×2 WWW ×2 ECCV ×1 ICCV ×1 ICLR ×1 SIGKDD ×1

Frequent coauthors

Mang Ye

×40

Guancheng Wan

×25

Bo Du

×13

Bin Yang

×10

He Li

×10

Guibin Zhang

×9

Zekun Shi

×6

Jian Liang

×5

Frank Wan

×5

Zihan Tan

×4

Zhihao Wang

×4

Zitong Shi

×4

Papers

DAWN: Distributed LLM Multi-Agent Workflow Synthesis
AAAI 2026 ·
Guancheng Wan
,
Mo Zhou
,
Ziyi Wang
,
Xiaoran Shang
,
Eric Hanchen Jiang
,
Guibin Zhang
,
Jinhe Bi
,
Yunpu Ma
,
Zaixi Zhang
,
Ke Liang
, Wenke Huang
DSSmoothing: Toward Certified Dataset Ownership Verification for Pre-trained Language Models via Dual-Space Smoothing
WWW 2026 ·
Ting Qiao
,
Xing Liu
, Wenke Huang,
Jianbin Li
,
Zhaoxin Fan
,
Yiming Li
Divide, Conquer and Unite: Hierarchical Style-Recalibrated Prototype Alignment for Federated Medical Segmentation
AAAI 2026 ·
Xingyue Zhao
, Wenke Huang,
Xingguang Wang
,
Haoyu Zhao
,
Linghao Zhuang
,
Anwen Jiang
,
Guancheng Wan
,
Mang Ye
Domain-Aware Suppression and Aggregation for Federated DG ReID
AAAI 2026 ·
Zhixi Yu
,
Wei Liu
, Wenke Huang,
Bin Yang
,
Qian Bie
,
Guancheng Wan
,
Xin Xu
FedPRE: Robust Federated Graph Learning against Topological Corruption
SIGKDD 2026 ·
Zihan Tan
,
Guancheng Wan
, Wenke Huang,
Bin Yang
,
Mang Ye
Federated Context-Aware Personalized Recommendation
AAAI 2026 ·
Zhihao Wang
,
Xiaoying Liao
, Wenke Huang,
Bingqian Liu
,
Tian Chen
,
Jian Wang
,
Bing Li
Probing Semantic Insensitivity for Inference-Time Backdoor Defense in Multimodal Large Language Model
AAAI 2026 ·
Xuankun Rong
, Wenke Huang,
Wenzheng Jiang
,
Yiming Li
,
Wenxuan Wang
,
Mang Ye
RGMP: Recurrent Geometric-prior Multimodal Policy for Generalizable Humanoid Robot Manipulation
AAAI 2026 ·
Xuetao Li
, Wenke Huang,
Nengyuan Pan
,
Kaiyan Zhao
,
Songhua Yang
,
Yiming Wang
,
Mengde Li
,
Mang Ye
,
Jifeng Xuan
,
Miao Li
Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense
AAAI 2026 ·
Zitong Shi
,
Guancheng Wan
, Wenke Huang,
Yuxin Wu
,
Quan Zhang
,
Mang Ye
Unveiling and Mitigating Untargeted Poisoning Attacks on Federated Knowledge Graph Embedding
WWW 2026 ·
Wenzheng Jiang
,
Ke Liang
, Wenke Huang,
Xiongtao Zhang
,
Zhenxing Xu
,
Guancheng Wan
,
Cheston Tan
,
Flint Xiaofeng Fan
,
Ji Wang
An Empirical Study of Federated Prompt Learning for Vision Language Model
IJCAI 2025 ·
Zhihao Wang
, Wenke Huang,
Tian Chen
,
Zekun Shi
,
Guancheng Wan
,
Yu Qiao
,
Bin Yang
,
Jian Wang
,
Bing Li
,
Mang Ye
Backdoor Cleaning without External Guidance in MLLM Fine-tuning
NeurIPS 2025 ·
Xuankun Rong
, Wenke Huang,
Jian Liang
,
Jinhe Bi
,
Xun Xiao
,
Yiming Li
,
Bo Du
,
Mang Ye
Be Confident: Uncovering Overfitting in MLLM Multi-Task Tuning
ICML 2025 · Wenke Huang,
Jian Liang
,
Guancheng Wan
,
Didi Zhu
,
He Li
,
Jiawei Shao
,
Mang Ye
,
Bo Du
,
Dacheng Tao
Catch Your Emotion: Sharpening Emotion Perception in Multimodal Large Language Models
ICML 2025 ·
Yiyang Fang
,
Jian Liang
, Wenke Huang,
He Li
,
Kehua Su
,
Mang Ye
DKDR: Dynamic Knowledge Distillation for Reliability in Federated Learning
NeurIPS 2025 ·
Yueyang Yuan
, Wenke Huang,
Frank Wan
,
Kaiqi Guan
,
He Li
,
Mang Ye
Does One-shot Give the Best Shot? Mitigating Model Inconsistency in One-shot Federated Learning
ICML 2025 ·
Hui Zeng
, Wenke Huang,
Tongqing Zhou
,
Xinyi Wu
,
Guancheng Wan
,
Yingwen Chen
,
Zhiping Cai
EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified Sparsification
ICML 2025 ·
Zitong Shi
,
Guancheng Wan
, Wenke Huang,
Guibin Zhang
,
He Li
,
Carl Yang
,
Mang Ye
EMOE: Modality-Specific Enhanced Dynamic Emotion Experts
CVPR 2025 ·
Yiyang Fang
, Wenke Huang,
Guancheng Wan
,
Kehua Su
,
Mang Ye
Energy-based Backdoor Defense Against Federated Graph Learning
ICLR 2025 ·
Guancheng Wan
,
Zitong Shi
, Wenke Huang,
Guibin Zhang
,
Dacheng Tao
,
Mang Ye
FedPHA: Federated Prompt Learning for Heterogeneous Client Adaptation
ICML 2025 ·
Chengying Fang
, Wenke Huang,
Guancheng Wan
,
Yihao Yang
,
Mang Ye
FedSPA: Generalizable Federated Graph Learning under Homophily Heterogeneity
CVPR 2025 ·
Zihan Tan
,
Guancheng Wan
, Wenke Huang,
He Li
,
Guibin Zhang
,
Carl Yang
,
Mang Ye
Federated Disentangled Tuning with Textual Prior Decoupling and Visual Dynamic Adaptation
ICML 2025 ·
Yihao Yang
, Wenke Huang,
Guancheng Wan
,
Bin Yang
,
Mang Ye
Federated Recommendation with Explicitly Encoding Item Bias
AAAI 2025 ·
Zhihao Wang
,
He Bai
, Wenke Huang,
Duantengchuan Li
,
Jian Wang
,
Bing Li
GHOST: Generalizable One-Shot Federated Graph Learning with Proxy-Based Topology Knowledge Retention
ICML 2025 ·
Jiaru Qian
,
Guancheng Wan
, Wenke Huang,
Guibin Zhang
,
Yuxin Wu
,
Bo Du
,
Mang Ye
Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning
CVPR 2025 ·
Yanbiao Ma
,
Wei Dai
, Wenke Huang,
Jiayi Chen
HYPERION: Fine-Grained Hypersphere Alignment for Robust Federated Graph Learning
NeurIPS 2025 ·
Frank Wan
,
Xiaoran Shang
,
Yuxin Wu
,
Guibin Zhang
,
Jinhe Bi
,
Liangtao Zheng
,
Xin Lin
,
Yue Liu
,
Yanbiao Ma
, Wenke Huang,
Bo Du
Label-Free Backdoor Attacks in Vertical Federated Learning
AAAI 2025 ·
Wei Shen
, Wenke Huang,
Guancheng Wan
,
Mang Ye
Learn from Downstream and Be Yourself in Multimodal Large Language Models Fine-Tuning
ICML 2025 · Wenke Huang,
Jian Liang
,
Zekun Shi
,
Didi Zhu
,
Guancheng Wan
,
He Li
,
Bo Du
,
Dacheng Tao
,
Mang Ye
LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models
CVPR 2025 ·
Jian Liang
, Wenke Huang,
Guancheng Wan
,
Qu Yang
,
Mang Ye
MARS-VFL: A Unified Benchmark for Vertical Federated Learning with Realistic Evaluation
NeurIPS 2025 ·
Wei Shen
,
Weiqi Liu
,
Mingde Chen
, Wenke Huang,
Mang Ye
MOTION: Multi-Sculpt Evolutionary Coarsening for Federated Continual Graph Learning
NeurIPS 2025 ·
Frank Wan
,
Fengyuan Ran
,
Ruikang Zhang
, Wenke Huang,
Xuankun Rong
,
Guibin Zhang
,
Yuxin Wu
,
Bo Du
,
Mang Ye
Multi-order Orchestrated Curriculum Distillation for Model-Heterogeneous Federated Graph Learning
NeurIPS 2025 ·
Frank Wan
,
Xu Cheng
,
Run Liu
, Wenke Huang,
Zitong Shi
,
Pinyi Jin
,
Guibin Zhang
,
Bo Du
,
Mang Ye
OASIS: One-Shot Federated Graph Learning via Wasserstein Assisted Knowledge Integration
NeurIPS 2025 ·
Frank Wan
,
Jiaru Qian
, Wenke Huang,
Qilin Xu
,
Xianda Guo
,
Boheng Li
,
Guibin Zhang
,
Bo Du
,
Mang Ye
Pixel-wise Divide and Conquer for Federated Vessel Segmentation
IJCAI 2025 ·
Tian Chen
, Wenke Huang,
Zhihao Wang
,
Zekun Shi
,
He Li
,
Wenhui Dong
,
Mang Ye
,
Bo Du
,
Yongchao Xu
Positive Style Accumulation: A Style Screening and Continuous Utilization Framework for Federated DG-ReID
ACM MM 2025 ·
Xin Xu
,
Chaoyue Ren
,
Wei Liu
, Wenke Huang,
Bin Yang
,
Zhixi Yu
,
Kui Jiang
Rethinking Fair Federated Learning from Parameter and Client View
NeurIPS 2025 ·
Kaiqi Guan
, Wenke Huang,
Xianda Guo
,
Yueyang Yuan
,
Bin Yang
,
Mang Ye
S2FGL: Spatial Spectral Federated Graph Learning
ICML 2025 ·
Zihan Tan
,
Suyuan Huang
,
Guancheng Wan
, Wenke Huang,
He Li
,
Mang Ye
SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution
ICML 2025 ·
Wenwen He
, Wenke Huang,
Bin Yang
,
Shukan Liu
,
Mang Ye
SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models
NeurIPS 2025 ·
Xianda Guo
,
Ruijun Zhang
,
Yiqun Duan
,
Yuhang He
,
Dujun Nie
, Wenke Huang,
Chenming Zhang
,
Shuai Liu
,
Hao Zhao
,
Long Chen
Spiking Meets Attention: Efficient Remote Sensing Image Super-Resolution with Attention Spiking Neural Networks
NeurIPS 2025 ·
Yi Xiao
,
Qiangqiang Yuan
,
Kui Jiang
, Wenke Huang,
Qiang Zhang
,
Tingting Zheng
,
Chia-Wen Lin
,
Liangpei Zhang
Splitting with Importance-aware Updating for Heterogeneous Federated Learning with Large Language Models
ICML 2025 ·
Yangxu Liao
, Wenke Huang,
Guancheng Wan
,
Jian Liang
,
Bin Yang
,
Mang Ye
Unbiased Prototype Consistency Learning for Multi-Modal and Multi-Task Object Re-Identification
NeurIPS 2025 ·
Zhongao Zhou
,
Bin Yang
, Wenke Huang,
Jun Chen
,
Mang Ye
Unsupervised Visible-Infrared Person Re-Identification Under Unpaired Settings
ICCV 2025 ·
Haoyu Yao
,
Bin Yang
, Wenke Huang,
Bo Du
,
Mang Ye
Fair Federated Learning Under Domain Skew with Local Consistency and Domain Diversity
CVPR 2024 ·
Yuhang Chen
, Wenke Huang,
Mang Ye
FedAS: Bridging Inconsistency in Personalized Federated Learning
CVPR 2024 ·
Xiyuan Yang
, Wenke Huang,
Mang Ye
FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
NeurIPS 2024 ·
Zihan Tan
,
Guancheng Wan
, Wenke Huang,
Mang Ye
Federated Graph Learning under Domain Shift with Generalizable Prototypes
AAAI 2024 ·
Guancheng Wan
, Wenke Huang,
Mang Ye
Fisher Calibration for Backdoor-Robust Heterogeneous Federated Learning
ECCV 2024 · Wenke Huang,
Mang Ye
,
Zekun Shi
,
Bo Du
,
Dacheng Tao
Parameter Disparities Dissection for Backdoor Defense in Heterogeneous Federated Learning
NeurIPS 2024 · Wenke Huang,
Mang Ye
,
Zekun Shi
,
Guancheng Wan
,
He Li
,
Bo Du
Resisting Over-Smoothing in Graph Neural Networks via Dual-Dimensional Decoupling
ACM MM 2024 ·
Wei Shen
,
Mang Ye
, Wenke Huang
S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning
ICML 2024 ·
Guancheng Wan
,
Yijun Tian
, Wenke Huang,
Nitesh V. Chawla
,
Mang Ye
Self-Driven Entropy Aggregation for Byzantine-Robust Heterogeneous Federated Learning
ICML 2024 · Wenke Huang,
Zekun Shi
,
Mang Ye
,
He Li
,
Bo Du