Search隐私returned 149 results

---

1

Model-secure and robust aggregation algorithms for federated learning

联邦学习的梯度安全鲁棒聚合算法

Wang Bin

Chen Yun

Zhang Lei

Chen Jie

Zheng Bing

federated learning

poisoning attacks

privacy preservation

differential privacy

robust aggregation

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0442

2

Privacy protection via large language model unlearning: methods, evaluation, and challenges

基于大模型遗忘的隐私保护：方法、评估与挑战

Zhang Lei

Zhang Qiang

Qiao Junzhao

Wu Mingxi

Zhang Ning

large language models

machine unlearning

membership inference attacks

privacy protection

model inversion

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.12.0482

3

Differential privacy-based personalized federated learning for heterogeneous data

异构数据的差分隐私个性化联邦学习方案

Hou Junkang

Guo Rui

Zhang Yinghui

Liu Guangjun

differential privacy

federated learning

data heterogeneity

membership inference attack

personalized learning

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0411

4

HEAFed: homomorphic encryption-based communication-efficient asynchronous federated learning algorithm

HEAFed：同态加密的高效通信异步联邦学习算法

Wang Bin

Zheng Bing

Chen Yun

federated learning

privacy protection

homomorphic encryption

Chinese temainder theorem

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.08.0375

5

Blockchain-based scheme for dynamic permission management and privacy protection

基于区块链的动态权限管理与隐私保护方案

Li Xianqiu

Peng Changgen

Tan Weijie

blockchain

attribute-based encryption

proxy re-encryption

zero-knowledge proof

dynamic access control

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0307

6

Privacy-preserving decentralized recommendation system based on blockchain and federated learning

基于区块链和联邦学习的隐私保护去中心化推荐系统

Guo Jianlan

Chen Yuqiang

Lu Rong

Li Guangcheng

decentralization

federated learning

privacy protection

recommendation system

blockchain

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0301

7

Review of privacy protection technologies in retrieval-augmented generation

检索增强生成中的隐私保护技术综述

Liu Xiaoqian

Yuan Ming

Qian Hanwei

Gao Guangliang

Wang Qun

retrieval-augmented generation

privacy protection

differential privacy

federated learning

synthetic data

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0308

8

Method for dynamic node selection and resource allocation in federated learning for smart healthcare

面向智慧医疗的联邦学习动态节点选择和资源分配方法

Liu Yufeng

Li Han

Wu Qiuxin

Wang Can

Qin Yu

Yang Pengfei

WBAN

federated learning

SAC algorithm

node selection

resource allocation

privacy protection

No. 3, 2026 : 704-711 doi:10.19734/j.issn.1001-3695.2025.06.0266

9

SDP-FL:federated learning framework based on selective differential privacy for IIoT

SDP-FL:选择性差分隐私的工业物联网联邦学习框架

Liu Xuan

Liu Ya

Wang Xinzhong

Zhao Fengyu

Liu Xianbei

privacy-preserving computation

Industrial Internet of Things(IIoT)

Gaussian differential privacy

minimum cutting

No. 3, 2026 : 720-728 doi:10.19734/j.issn.1001-3695.2025.07.0265

10

Global community hiding algorithm based on self-attention mechanism

基于自注意力机制的全局社区隐藏算法

Feng Zhichao

Zhang Bohan

Jing Junchang

Li Yongbo

Liu Dong

graph neural network

self-attention mechanism

attributed network

community hiding

privacy protection

No. 3, 2026 : 908-916 doi:10.19734/j.issn.1001-3695.2025.06.0267

11

Privacy-preserving multi-dimensional and multi-subset data aggregation scheme for smart grids

适用于智能电网保护隐私的多维多子集数据聚合方案

Xiao Xidan

Deng Lunzhi

Li Zejia

multi-dimensional and multi-subset

data aggregation

privacy preserving

ElGamal homomorphic encryption

smart grid

No. 1, 2026 : 263-270 doi:10.19734/j.issn.1001-3695.2025.05.0189

12

Evolution of privacy protection in recommendation systems: technical advancements, evaluation frameworks, and synergistic development of privacy and utility

推荐系统中的隐私保护：技术演进、评估框架与隐私效用协同发展

Wang Bin

Wang Chang

Lyu Linghui

Liu Yutao

Zhang Lei

privacy protection

recommender system

differential privacy

encryption technology

federated learning

k-anonymity

No. 12, 2025 : 3521-3533 doi:10.19734/j.issn.1001-3695.2025.04.0135

13

Heterogeneity aware adaptive federated security aggregation method

异质性感知的自适应安全联邦聚合方法

Li Xiaohui

Wang Chao

Wang Shiyuan

Zhang Xing

Lan Jie

heterogeneity awareness

metric privacy

interquartile range

gradient leakage attack

gradient sensitivity

privacy and security

No. 12, 2025 : 3752-3758 doi:10.19734/j.issn.1001-3695.2025.04.0142

14

Privacy protection under mobile crowdsensing: exploration, development, and future of security perception

移动群智感知下的隐私保护：安全感知的探索、发展、未来

He Lili

Jiang Sheng

Guan Xinru

Zhang Jienan

Zheng Fayang

Zhang Lei

mobile crowdsensing

privacy protection

anonymization and pseudonymization algorithms

data perturbation

data encryption

distributed privacy protection

No. 11, 2025 : 3201-3214 doi:10.19734/j.issn.1001-3695.2025.04.0092

15

Communication-efficient personalized federated multi-armed bandit recommendation framework

通信高效的个性化联邦多臂赌博机推荐框架

Chen Jiasheng

Qin Hang

personalized recommendation

data privacy

multi-armed bandit

heterogeneous data

federated learning

No. 11, 2025 : 3257-3264 doi:10.19734/j.issn.1001-3695.2025.04.0129

16

Privacy-preserving record linkage for low-quality data

面向低质量数据的隐私记录链接方法

Huang Hancheng

Ma Yupeng

Zhao Fan

Fang Peng

Wang Baoquan

Wang Yi

privacy computing

privacy-preserving record linkage

low-quality data

missing values

incomplete records

No. 11, 2025 : 3454-3460 doi:10.19734/j.issn.1001-3695.2025.04.0110

17

Privacy-preserving scheme for blockchain-based federated learning using dynamic group signatures

基于动态群签名的区块链联邦学习隐私保护方案

Zhang Meng

Gu Chunsheng

Zhang Yan

Shi Peizhong

Jing Zhengjun

blockchain

federated learning

dynamic group signature

conspiracy attack

adaptive incentive algorithm

No. 11, 2025 : 3468-3475 doi:10.19734/j.issn.1001-3695.2025.03.0097

18

Privacy protection and reputation management scheme in VANET data sharing

基于智能合约信誉管理的VANET数据共享隐私保护方案

Zhang Lei

Bai Yongbo

Chen Yun

Chen Jie

Liu Yi

vehicular Ad hoc network(VANET)

blockchain

privacy protection

reputation mechanism

No. 10, 2025 : 2922-2931 doi:10.19734/j.issn.1001-3695.2025.02.0068

19

Taint specification extraction based on LLM

基于大模型的污染规范提取方法

Fang Mengqi

Xu Jian

privacy leakage

taint specification

large language model(LLM)

semi-supervised learning

No. 10, 2025 : 3070-3075 doi:10.19734/j.issn.1001-3695.2025.03.0077

20

Dynamic clustering-based personalized federated learning based on local differential privacy

基于局部差分隐私的动态聚类个性化联邦学习

Zhao Jinye

Li Xiaohui

Jia Xu

personalized federated learning

differential privacy

DBSCAN clustering

non-independent and identically distributed data

privacy budget

No. 10, 2025 : 3137-3143 doi:10.19734/j.issn.1001-3695.2025.02.0050

21

Research advances in privacy-preserving single sign-on system

单点登录系统隐私保护研究进展

He Junlin

Lei Lingguang

Bian Yi

Ma Siyuan

Wang Yuewu

Kou Chunjing

single sign-on(SSO)

privacy-preserving

identity and access management(IAM)

authentication

anonymous credential

No. 9, 2025 : 2561-2571 doi:10.19734/j.issn.1001-3695.2025.02.0032

22

Efficient and balanced multi-party PSI protocol

高效且平衡的多方PSI协议

Zhang Lei

Yang Wuwei

Ye Qiancheng

Lian Shuaishuai

Zhao Xingfeng

multi-party PSI

collusion resistance

oblivious key value store

secret sharing

No. 9, 2025 : 2816-2824 doi:10.19734/j.issn.1001-3695.2024.11.0523

23

Efficient and secure adaptive quantization federated learning in AIoT

智能物联网中高效安全的自适应量化联邦学习

Ma Haiying

Shen Jinyu

Yang Tianling

Qiu Jian

Wang Zhanjun

federated learning(FL)

privacy protection

adaptive quantization

secret sharing

oblivious transfer protocol

No. 8, 2025 : 2503-2510 doi:10.19734/j.issn.1001-3695.2024.11.0504

24

Privacy-preserving algorithm for clustering high-dimensional data based on random mapping

基于随机映射的隐私保护聚类算法

He Lili

Zhang Chenglin

Cao Mingzeng

Zhang Lei

high-dimensional data

privacy protection

clustering

random projection

K-means

No. 8, 2025 : 2511-2517 doi:10.19734/j.issn.1001-3695.2024.10.0503

25

Adaptive spatial decomposition based on localized differential privacy for dense regions

面向稠密区域的本地化差分隐私自适应空间分解

Ji Bo

Li Xiaohui

Jia Xu

local differential privacy

adaptive spatial decomposition

adaptive grid decomposition

randomized response

spatial range query

No. 8, 2025 : 2518-2524 doi:10.19734/j.issn.1001-3695.2024.11.0505

26

Scalable blockchain privacy protection scheme based on homomorphic encryption and zero-knowledge proof

基于同态加密和零知识证明的区块链可扩展隐私保护方案

Wu Ting

Zhang Shasha

blockchain

homomorphic encryption

zero-knowledge proof

privacy protection

scalability

No. 7, 2025 : 1939-1947 doi:10.19734/j.issn.1001-3695.2025.01.0002

27

Survey of privacy-preserving aggregation mechanisms in federated learning

联邦学习中隐私保护聚合机制综述

Qiu Jian

Ma Haiying

Wang Zhanjun

Shen Jinyu

federated learning(FL)

privacy-preserving

aggregation mechanism

blockchain

secure multi-party computation

No. 6, 2025 : 1601-1610 doi:10.19734/j.issn.1001-3695.2024.10.0451

28

Robust and privacy-preserving federated learning scheme based on user selection

基于用户选择的鲁棒与隐私保护联邦学习方案

Wang Xiaoming

Huang Binrui

federated learning

robustness

privacy preservation

selecting user

No. 6, 2025 : 1859-1867 doi:10.19734/j.issn.1001-3695.2024.09.0377

29

Secure and adaptive federated learning framework for heterogeneous data

面向异构数据的安全自适应联邦学习框架

Li Gongli

Liu Fangfang

Lei Hongzhi

Wang Mengtao

federated learning(FL)

privacy-preservation

poisoning attack detection

zero-sharing

adaptive aggregation

secure cosine similarity

No. 5, 2025 : 1523-1531 doi:10.19734/j.issn.1001-3695.2024.07.0346

30

Indistinguishable sensing time privacy-preserving task allocation scheme for vehicular crowdsensing

感知时间不可区分的车辆群智感知隐私保护任务分配方案

Zhang Lei

Zhang Xiao

Ji Lili

vehicular crowdsensing

sensing time

differential privacy

privacy protection

task allocation

No. 4, 2025 : 1198-1203 doi:10.19734/j.issn.1001-3695.2024.09.0320

31

Matrix based secure multi-party computation homomorphic encryption scheme

基于矩阵的安全多方计算同态加密方案

Chen Hong

Ma Boyu

Jin Haibo

Wu Cong

homomorphic encryption

matrix operations

secure multi-party computation

data privacy

lattice

No. 4, 2025 : 1211-1216 doi:10.19734/j.issn.1001-3695.2024.06.0267

32

Privacy protection algorithm based on verifiable secret sharing and smart contracts

基于可验证秘密共享与智能合约的隐私保护算法

Zhang Lei

Cao Mingzeng

Zhang Chenglin

He Lili

Ji Lili

user collaboration

verifiable secret sharing

smart contract

differential privacy

user incentive

No. 4, 2025 : 1223-1229 doi:10.19734/j.issn.1001-3695.2024.05.0248

33

Privacy protection oriented lensless imaging sitting posture recognition technology

面向隐私保护的无镜头成像坐姿识别技术

Zhu Binjie

Li Yuqi

sitting posture recognition

privacy protection

ResNet

feature fusion

No. 4, 2025 : 1262-1267 doi:10.19734/j.issn.1001-3695.2024.06.0252

34

Review of research on heterogeneous federated learning in unmanned systems

异构联邦学习在无人系统中的研究综述

Yu Hao

Fan Jing

Sun Yihang

federated learning

heterogeneity

unmanned systems

non-IID

data privacy

No. 3, 2025 : 641-649 doi:10.19734/j.issn.1001-3695.2024.07.0256

35

Federated learning scheme based on adaptive noise and dynamic weighting

基于自适应噪声和动态加权的联邦学习算法

Wang Honglin

Xue Shan

Zhu Cheng

federation learning

differential privacy

adaptive noise

adaptive cutting

dynamic weighting

No. 3, 2025 : 749-754 doi:10.19734/j.issn.1001-3695.2024.08.0299

36

Privacy protection method for distributed optimal power flow

面向分布式最优潮流的隐私保护方法

Xu Yawen

Ouyang Xiaoli

Xu Jian

differential privacy

distributed optimization

optimal power flow

privacy protection

No. 2, 2025 : 592-598 doi:10.19734/j.issn.1001-3695.2024.04.0211

37

Efficient verifiable aggregation scheme based on linear homomorphic hash and secret sharing

基于线性同态hash和秘密分享的高效可验证聚合方案

Gao Qi

Sun Yi

Wang Youhe

Li Yujie

federated learning

privacy protection

verifiable

linear homomorphic hash

secret sharing

tolerate dropout

No. 2, 2025 : 599-605 doi:10.19734/j.issn.1001-3695.2024.03.0213

38

k-anonymous location privacy protection scheme based on Alt-Geohash coding

基于Alt-Geohash编码的k-匿名位置隐私保护方案

Li Jing

Liu Ke

Zhang Lei

location-based services(LBS)

privacy protection

location privacy

k-anonymity

Geohash

No. 1, 2025 : 276-281 doi:10.19734/j.issn.1001-3695.2024.03.0165

39

Anonymous identity-based authenticated key agreement protocol for smart healthcare

适用于智能医疗的匿名基于身份的认证密钥协商协议

Ni Liang

Liu Xiaoyan

Gu Bingke

Zhang Yawei

Zhou Hengsheng

Wang Nianping

identity-based cryptography

ring learning with error

authenticated key agreement protocol

post-quantum cryptography

privacy preservation

smart healthcare

No. 1, 2025 : 282-287 doi:10.19734/j.issn.1001-3695.2024.02.0163

40

SDP histogram publishing algorithm based on OLH and dummy points

基于OLH和虚拟数据的SDP直方图发布算法

Cao Laicheng

Chen Li

shuffled differential privacy

histogram publishing

dummy points

MSE

No. 12, 2024 : 3829-3833 doi:10.19734/j.issn.1001-3695.2024.01.0110

41

Multiparty probabilistic threshold private set intersection method against malicious adversaries

抗恶意敌手的多方概率门限隐私集合交集方法

Gong Yide

Zhang En

Wang Mengtao

probabilistic threshold private set intersection

oblivious key-value stores

malicious security

oblivious programmable pseudorandom function

No. 12, 2024 : 3834-3842 doi:10.19734/j.issn.1001-3695.2024.01.0109

42

Privacy-preserving intrusion detection scheme based on hierarchical K-asynchronous federated learning

一种基于两级K-异步联邦学习的隐私保护入侵检测方案

Chen Liduo

Wen Mi

Zhang Yanbo

federated learning

intrusion detection

privacy protection

heterogeneous mechanism

No. 11, 2024 : 3471-3476 doi:10.19734/j.issn.1001-3695.2023.12.0642

43

Pricing statistical query based on attribute privacy

基于属性隐私的统计查询定价模型

Fang Jiahao

Guo Bing

data pricing

data sharing

attribute privacy

pufferfish privacy

arbitrage freeness

No. 10, 2024 : 2978-2986 doi:10.19734/j.issn.1001-3695.2024.02.0044

44

Overview of medical information sharing based on blockchain technology

基于区块链技术的医疗信息共享研究综述

Chen Jiali

Ma Ziqiang

Lan Yajie

Miao Li

Yang Zhen

blockchain

medical information

secure sharing

encryption technology

access control

privacy protection

integrity verification

No. 9, 2024 : 2573-2584 doi:10.19734/j.issn.1001-3695.2023.12.0620

45

LBS privacy protection scheme based on sparse user environment of VANET

车联网基于稀疏用户环境的LBS隐私保护方案

Men Honglei

Cao Li

Zheng Guoli

Li Yuanshuai

Ma Haiying

VANET

location privacy protection

homomorphic encryption

virtual user

virtual address

sparse environment

No. 9, 2024 : 2831-2838 doi:10.19734/j.issn.1001-3695.2023.12.0602

46

Linear threshold private set intersection against malicious adversaries

抗恶意敌手的线性门限隐私集合交集协议

Jia Zhengkun

Zhang En

Wang Mengtao

private compute

threshold private set intersection

oblivious key-value stores

oblivious pseudorandom function

cuckoo hash

No. 9, 2024 : 2846-2853 doi:10.19734/j.issn.1001-3695.2023.12.0601

47

Review of research on blockchain privacy protection technologies

区块链隐私保护技术研究综述

Tan Pengliu

Xu Teng

Yang Sijia

Tao Zhihui

blockchain

security technology

blockchain attack

privacy protection technology

No. 8, 2024 : 2261-2269 doi:10.19734/j.issn.1001-3695.2023.12.0603

48

Blockchain based Industrial Internet of Things privacy protection collaborative learning system

基于区块链的工业物联网隐私保护协作学习系统

Lin Fengbin

Wang Can

Wu Qiuxin

Li Han

Qin Yu

Gong Gangjun

blockchain

Industrial Internet of Things(IIoT)

privacy protection

collaborative learning

federated learning

split learning

No. 8, 2024 : 2270-2276 doi:10.19734/j.issn.1001-3695.2023.11.0572

49

Decentralized privacy-preserving optimization method for federated learning

去中心化场景下的隐私保护联邦学习优化方法

Hou Zechao

Dong Jiangang

federated learning

blockchain

privacy protection

Non-IID

integral gradient

attribution

No. 8, 2024 : 2419-2426 doi:10.19734/j.issn.1001-3695.2023.12.0611

50

Research on cross-domain identity authentication of unmanned aerial vehicle network based on blockchain

基于区块链的无人机网络跨域身份认证研究

Zhang Xuanjie

Zhang Min

Liu Tao

Zhang Yuhang

PKI

UAV

trusted third parties

blockchain

cross-domain identity authentication

privacy protection

No. 7, 2024 : 1959-1964 doi:10.19734/j.issn.1001-3695.2023.11.0532