網(wǎng)絡(luò)與信息安全學報2022年（第8卷）總目次

視 角

期 頁碼

隱私計算的學術(shù)內(nèi)涵與研究趨勢...................李鳳華，李暉，牛犇，邱衛(wèi)東 6 [2022078](1)

綜 述

基于攻防博弈的網(wǎng)絡(luò)防御決策方法研究綜述......................................劉小虎，張恒巍，馬軍強，張玉臣，譚晶磊 1 [2021089](1)

深度學習模型的版權(quán)保護研究綜述...................王馨雅，華光，江昊，張海劍 2 [2022015](1)

工業(yè)控制系統(tǒng)關(guān)鍵組件安全風險綜述......................................唐士杰，袁方，李俊，丁勇，王會勇 3 [2022030](1)

可解釋的知識圖譜推理方法綜述......................................夏毅，蘭明敬，陳曉慧，羅軍勇，周剛，何鵬 5 [2022063](1)

專 欄

基于誘捕的軟件異常檢測綜述...................傅建明，劉暢，解夢飛，羅陳可 1 [2022003](15)

基于流譜理論的SSL/TLS協(xié)議攻擊檢測方法......................................郭世澤，張帆，宋卓學，趙子鳴，趙新杰，王小娟，羅向陽 1 [2022004](30)

融合注意力機制和BSRU的工業(yè)互聯(lián)網(wǎng)安全態(tài)勢預(yù)測方法......................................胡向東，田正國 1 [2021092](41)

面向項目版本差異性的漏洞識別技術(shù)研究......................................黃誠，孫明旭，段仁語，吳蘇晟，陳斌 1 [2021094](52)

基于半局部結(jié)構(gòu)的異常連邊識別算法...................石灝苒，吉立新，劉樹新，王庚潤 1 [2021040](63)

基于混合深度學習的多類型低速率DDoS攻擊檢測方法......................................李麗娟，李曼，畢紅軍，周華春 1 [2022001](73)

網(wǎng)絡(luò)空間擬態(tài)防御發(fā)展綜述：從擬態(tài)概念到“擬態(tài)+”生態(tài)......................................馬海龍，王亮，胡濤，江逸茗，曲彥澤 2 [2022018](15)

基于證據(jù)理論物聯(lián)網(wǎng)安全態(tài)勢感知方法研究...................李劍，董廷魯，李劼 2 [2022022](39)

基于softmax激活變換的對抗防御方法...................陳晉音，吳長安，鄭海斌 2 [2022016](48)

基于以太坊狀態(tài)數(shù)據(jù)庫的攻擊與防御方案...................高鎮(zhèn)，張東彬，田瀟 2 [2022013](64)

基于API調(diào)用管理的SDN應(yīng)用層DDoS攻擊防御機制......................................王洋，湯光明，王碩，楚江 2 [2022017](73)

基于多維特征圖知識蒸餾的對抗樣本防御方法...................邱寶琳，易平 2 [2022012](88)

NFT圖像隱寫...................王子馳，馮國瑞，張新鵬 3 [2022029](18)

基于空域與頻域關(guān)系建模的篡改文本圖像檢測......................................王裕鑫，張博強，謝洪濤，張勇東 3 [2022035](29)

基于加權(quán)最小二乘的社交網(wǎng)絡(luò)用戶定位方法...................時文旗，羅向陽，郭家山 3 [2022031](41)

安全性可控的生成式文本隱寫算法...................梅佳蒙，任延珍，王麗娜 3 [2022039](53)

增強圖像平滑度的可逆信息隱藏方案......................................王婧晗，朱輝，李鶴麟，李暉，楊曉鵬 3 [2022040](66)

用于失配隱寫分析的對抗子領(lǐng)域自適應(yīng)網(wǎng)絡(luò)...................章蕾，王宏霞 3 [2022028](76)

基于區(qū)塊鏈的高透明度PKI認證協(xié)議...................陳立全，李瀟，楊哲懿，錢思杰 4 [2022052](1)

基于形式化方法的智能合約驗證研究綜述......................................張文博，陳思敏，魏立斐，宋巍，黃冬梅 4 [2022041](12)

區(qū)塊鏈密碼學隱私保護技術(shù)綜述...................劉峰，楊杰，齊佳音 4 [2022054](29)

元宇宙中區(qū)塊鏈的應(yīng)用與展望...................宋曉玲，劉勇，董景楠，黃勇飛 4 [2022045](45)

基于區(qū)塊鏈的多權(quán)限屬性隱藏電子病歷共享方案...................金琳，田有亮 4 [2022044](66)

基于正常交易掩蓋下的區(qū)塊鏈隱蔽通信方案......................................姜鵬坤，張問銀，王九如，黃善云，宋萬水 4 [2022043](77)

基于GRU的智能手機多場景步態(tài)認證......................................姜奇，馮茹，張瑞杰，王金花，陳婷，魏福山 5 [2022060](26)

基于GNN雙源學習的訪問控制關(guān)系預(yù)測方法......................................單棣斌，杜學繪，王文娟，劉敖迪，王娜 5 [2022062](40)

動態(tài)聚合權(quán)重的隱私保護聯(lián)邦學習框架...................應(yīng)作斌，方一晨，張怡文 5 [2022069](56)

基于鴿群的魯棒強化學習算法...................張明英，華冰，張宇光，李海東，鄭墨泓 5 [2022064](66)

基于區(qū)塊鏈與國密SM9的抗惡意KGC無證書簽名方案......................................唐飛，甘寧，陽祥貴，王金洋 6 [2022073](9)

基于國密算法的車載以太網(wǎng)控制器身份認證方法...................郭輝，羅勇，郭曉潞 6 [2022079](20)

低功耗嵌入式平臺的SM2國密算法優(yōu)化實現(xiàn)......................................劉贛秦，李暉，朱輝，黃煜坤，劉興東 6 [2022080](29)

基于SM2的兩方協(xié)作盲簽名協(xié)議...................白雪，秦寶東，郭瑞，鄭東 6 [2022081](39)

集群網(wǎng)絡(luò)密鑰管理方案研究綜述...................劉軍，袁霖，馮志尚 6 [2022082](52)

學術(shù)論文

基于圖像重構(gòu)的MNIST對抗樣本防御算法......................................秦中元，賀兆祥，李濤，陳立全 1 [2021095](86)

面向5G mMTC的網(wǎng)絡(luò)切片安全研究...................徐子鈞，劉建偉，李耕 1 [2022006](95)

基于細粒度嵌入空間預(yù)留的密文域圖像可逆信息隱藏方法......................................李錦偉，張曉雅，姚遠志，俞能海 1 [2022008](106)

智能化的安卓手勢密碼取證關(guān)鍵技術(shù)......................................裘佳浩，邱衛(wèi)東，王楊德，查言，謝宇明，李巖 1 [2022005](118)

基于信譽管理模型的礦工類型鑒別機制設(shè)計...................余佳仁，田有亮，林暉 1 [2022002](128)

支持多數(shù)不規(guī)則用戶的隱私保護聯(lián)邦學習框架......................................陳前昕，畢仁萬，林劼，金彪，熊金波 1 [2022011](139)

基于網(wǎng)絡(luò)防御知識圖譜的0day攻擊路徑預(yù)測方法......................................孫澄，胡浩，楊英杰，張紅旗 1 [2021101](151)

面向智能汽車的信息安全漏洞評分模型......................................于海洋，陳秀真，馬進，周志洪，侯書凝 1 [2021096](167)

面向商用活體檢測平臺的魯棒性評估......................................王鵬程，鄭海斌，鄒健飛，龐玲，李虎，陳晉音 1 [2022010](180)

基于原子混淆的通用側(cè)信道漏洞修補方法......................................鄒德清，張盼，劉偉，陳維杰，陸弈帆 2 [2022014](100)

云環(huán)境下基于屬性策略隱藏的可搜索加密方案......................................周藝華，扈新宇，李美奇，楊宇光 2 [2022019](112)

基于SM2聯(lián)合簽名的電子發(fā)票公開驗證方案......................................羅玙榕，曹進，李暉，趙興文，尚超 2 [2022020](122)

元宇宙發(fā)展演變及安全風險研究...................王海龍，李陽春，李欲曉 2 [2022023](132)

基于標簽傳播的兩階段社區(qū)檢測算法......................................孫學良，王巍，黃俊恒，辛國棟，王佰玲 2 [2021099](139)

基于DSR和BGRU模型的聊天文本證據(jù)分類方法......................................張宇，李炳龍，李學娟，張和禹 2 [2022007](150)

基于混合分析的Java反序列化利用鏈挖掘方法...................武永興，陳力波，姜開達 2 [2022009](160)

基于FANP的云用戶行為信任評估優(yōu)化機制......................................張藝，田立勤，毋澤南，武文星 2 [2021100](175)

容器云中基于信號博弈的容器遷移與蜜罐部署策略......................................李凌書，鄔江興，曾威，劉文彥 3 [2021042] (87)

保護隱私的有理數(shù)科學計算...................劉旭紅，孫晨 3 [2022038] (97)

面向圖像識別的卷積神經(jīng)網(wǎng)絡(luò)魯棒性研究進展...................林點，潘理，易平 3 [2022037](111)

基于聯(lián)盟鏈的跨域認證方案...................牛建林，任志宇，杜學繪 3 [2022036](123)

基于合成語音的計算安全隱寫方法...................李夢涵，陳可江，張衛(wèi)明，俞能海 3 [2022025](134)

基于信任值的車聯(lián)網(wǎng)分層共識優(yōu)化協(xié)議......................................翟寶琴，王健，韓磊，劉吉強，何嘉豪，劉天皓 3 [2021097](142)

5G移動邊緣計算場景下的快速切換認證方案......................................張偉成，衛(wèi)紅權(quán)，劉樹新，普黎明 3 [2022034](154)

基于SEIPQR模型的工控蠕蟲防御策略...................潘 潔，葉蘭，趙賀，張鑫磊 3 [2022032](169)

云計算多授權(quán)中心CP-ABE代理重加密方案...................劉尚，郭銀章 3 [2022033](176)

基于期望收益率攻擊圖的網(wǎng)絡(luò)風險評估研究......................................劉文甫，龐建民，周鑫，李男，岳峰 4 [2022047](87)

基于博弈論抗共謀攻擊的全局隨機化共識算法...................張寶，田有亮，高勝 4 [2022048](98)

載體獨立的深度光照水印算法...................陳浩，王鋒，張衛(wèi)明，俞能海 4 [2022056](110)

面向高速網(wǎng)絡(luò)流量的加密混淆型WebShell檢測......................................曹藝懷，陳偉，張帆，吳禮發(fā) 4 [2022055](119)

基于節(jié)點匹配度的動態(tài)網(wǎng)絡(luò)鏈路預(yù)測方法......................................李聰，季新生，劉樹新，李勁松，李海濤 4 [2022053](131)

基于動態(tài)瀏覽器指紋的鏈接檢測技術(shù)研究...................高凡，王健，劉吉強 4 [2022049](144)

車聯(lián)網(wǎng)中基于攻防博弈的蜜罐防御及傳輸策略......................................易杰，曹騰飛，郜帥，黃建強 4 [2022050](157)

基于改進Transformer的社交媒體謠言檢測......................................鄭洪浩，郝一諾，于洪濤，李邵梅，吳翼騰 4 [2022042](168)

面向網(wǎng)絡(luò)安全資源池的智能服務(wù)鏈系統(tǒng)設(shè)計與分析......................................王澤南，李佳浩，檀朝紅，皮德常 4 [2022051](175)

支持受損數(shù)據(jù)定位與恢復(fù)的動態(tài)群用戶可證明存儲......................................姜濤，徐航，王良民，馬建峰 5 [2022071](75)

新的基于雙混沌系統(tǒng)和壓縮感知的圖像加密算法...................楊宇光，曹國棟 5 [2022058](88)

面向物聯(lián)網(wǎng)設(shè)備固件的硬編碼漏洞檢測方法......................................穆超，王鑫，楊明，張恒，陳振婭，吳曉明 5 [2022070](98)

基于字節(jié)碼的以太坊智能合約分類方法...................林 丹，林凱欣，吳嘉婧，鄭子彬 5 [2022046](111)

面向進程多變體軟件系統(tǒng)的攻擊面定性建模分析......................................邢福康，張錚，隋然，曲晟，季新生 5 [2022059](121)

基于SAT方法進一步加速差分特征的搜索...................許崢 5 [2022066](129)

基于BRLWE的物聯(lián)網(wǎng)后量子加密技術(shù)研究......................................高藝恬，陳立全，屠天揚，高原，陳芊葉 5 [2022024](140)

數(shù)字貨幣交易匿名性與監(jiān)管的博弈分析......................................張嫻，朱建明，隋智源，明盛智 5 [2022068](150)

CAT-RFE：點擊欺詐的集成檢測框架......................................盧翼翔，耿光剛，延志偉，朱效民，張新常 5 [2022065](158)

基于通道間相關(guān)性的圖像重著色檢測......................................陳諾，祁樹仁，張玉書，薛明富，花忠云 5 [2022057](167)

新的基于鼠標行為的持續(xù)身份認證方法...................易聰，胡軍 5 [2022067](179)

具有隱私保護的動態(tài)高效車載云管理方案......................................肖敏，姚濤，劉媛妮，黃永洪 6 [2022083](70)

基于卷積神經(jīng)網(wǎng)絡(luò)的加密流量分類方法...................謝絨娜，馬鑄鴻，李宗俞，田野 6 [2022077](84)

國家自然科學基金委員會網(wǎng)絡(luò)安全現(xiàn)狀與展望......................................李東，郝艷妮，彭升輝，訾瑞杰，劉西蒙 6 [2022076](92)

基于剪枝技術(shù)和魯棒蒸餾融合的輕量對抗攻擊防御方法......................................王濱，李思敏，錢亞冠，張君，李超豪，朱晨鳴，張鴻飛 6 [2022074](102)

基于雙分支網(wǎng)絡(luò)的圖像修復(fù)取證方法......................................章登勇，文凰，李峰，曹鵬，向凌云，楊高波，丁湘陵 6 [2022084](110)

基于符號執(zhí)行和-scope復(fù)雜度的代碼混淆度量方法......................................肖玉強，郭云飛，王亞文 6 [2022085](123)

基于ROP/JOP gadgets性質(zhì)的軟件多樣化評估方法......................................遲宇寧，郭云飛，王亞文，扈紅超 6 [2022086](135)

空域頻域相結(jié)合的唇型篡改檢測方法...................林佳瀅，周文柏，張衛(wèi)明，俞能海 6 [2022075](146)

具有緊湊標簽的基于身份匿名云審計方案......................................盧晨昕，陳兵，丁寧，陳立全，吳戈 6 [2022087](156)

信息增值機制下在線醫(yī)療隱私保護策略...................明盛智，朱建明，隋智源，張嫻 6 [2022072](169)

教育與教學

網(wǎng)絡(luò)空間安全專業(yè)課程思政教學探索與實踐——以東南大學“網(wǎng)絡(luò)空間安全新進展”課程為例...................李古月，胡愛群 2 [2022021](183)

本科“機器學習”課程教學改革初探...................韋 南，殷麗華，寧洪，方濱興 4 [2022026](182)

Chinese Journal of Network and Information Security Contents List Vol.8 (2022)

No. Page

Perspective

Academic connotation and research trends of privacy computing......................................,,,6 [2022078](1)

Comprehensive Reviews

Research review of network defense decision-making methods based on attack and defense game......................................,,,Yuchen,1 [2021089](1)

Survey on intellectual property protection for deep learning model......................................,,,2 [2022015](1)

Review on security risks of key components in industrial control system......................................,,,,3 [2022030](1)

Survey on explainable knowledge graph reasoning methods......................................,,,,,5 [2022063](1)

Topics

Survey of software anomaly detection based on deception......................................,,,1 [2022003](15)

Detection of SSL/TLS protocol attacks based on flow spectrum theory...................,,...................,,,,1 [2022004](30)

Methods of security situation prediction for industrial internet fused attention mechanism and BSRU......................................,1 [2021092](41)

Vulnerability identification technology research based on project version difference......................................,,,,1 [2021094](52)

Abnormal link detection algorithm based on semi-local structure......................................,,,1 [2021040](63)

Multi-typelow-rate DDoS attack detection method based on hybrid deep learning......................................,,,1 [2022001](73)

Survey on the development of mimic defense in cyberspace: from mimic concept to “mimic+” ecology...................,,,,2 [2022018](15)

Research on IoT security situation awareness method based on evidence theory......................................,,2 [2022022](39)

Novel defense based on softmax activation transformation......................................,,2 [2022016](48)

Defense scheme for the world state based attack in Ethereum......................................,,2 [2022013](64)

Defense mechanism of SDN application layer against DDoS attack based on API call management......................................,,,2 [2022017](73)

Adversarial examples defense method based on multi-dimensional feature maps knowledge distillation...................,2 [2022012](88)

Steganography in NFT images...................,,3 [2022029](18)

Tampered text detection via RGB and frequency relationship modeling......................................,,,3 [2022035](29)

Social network user geolocating method based on weighted least squares......................................,,3 [2022031](41)

Generation-based linguistic steganography with controllable security......................................,,3 [2022039](53)

Reversible data hiding scheme based on enhanced image smoothness......................................,,,,3 [2022040](66)

Adversarial subdomain adaptation network for mismatched steganalysis......................................,3 [2022028](76)

Blockchain-based high transparent PKI authentication protocol......................................,,,4 [2022052](1)

State-of-the-art survey of smart contract verification based on formal methods......................................,,,,4 [2022041](12)

Survey on blockchain privacy protection techniques in cryptography...................,,4 [2022054](29)

Application and prospect of blockchain in Metaverse......................................,,,4 [2022045](45)

Multi-authority attribute hidden for electronic medical record sharing scheme based on blockchain......................................,4 [2022044](66)

Blockchain covert communication scheme based on the cover of normal transactions......................................,,,,4 [2022043] (77)

GRU-based multi-scenario gait authentication for smartphones......................................,,,,,5 [2022060] (26)

Access control relationship prediction method based on GNN dual source learning......................................,,,,5 [2022062] (40)

Privacy-preserving federated learning framework with dynamic weight aggregation......................................,,5 [2022069] (56)

Robust reinforcement learning algorithm based on pigeon-inspired optimization......................................,,,,5 [2022064] (66)

Anti malicious KGC certificateless signature scheme based on blockchain and domestic cryptographic SM9...................,,,6 [2022073] (9)

Automotive ethernet controller authentication method based on national cryptographic algorithms......................................,,6 [2022079] (20)

Public key cryptographic algorithm SM2 optimized implementation on low power embedded platform...................,,,,6 [2022080] (29)

Two-party cooperative blind signature based on SM2......................................,,,6 [2022081] (39)

Survey of key management schemes for cluster networks...................,,6 [2022082] (52)

Papers

Adversarial example defense algorithm for MNIST based on image reconstruction......................................,,,1 [2021095] (86)

Research on network slicing security for 5G mMTC...................,,1 [2022006] (95)

Reversible data hiding in encrypted images based on fine-grained embedding room reservation......................................,,,1 [2022008](106)

Intellectualized forensic technique for Android pattern locks......................................,,,,,1 [2022005](118)

Design of miner type identification mechanism based on reputation management model......................................,,1 [2022002](128)

Privacy-preserving federated learning framework with irregular-majority users......................................,,,,1 [2022011](139)

Prediction method of 0day attack path based on cyber defense knowledge graph......................................,,,1 [2021101](151)

Information security vulnerability scoring model for intelligent vehicles......................................,,,,1 [2021096](167)

Robustness evaluation of commercial liveness detection platform......................................,,,,,1 [2022010](180)

Universal patching method for side-channel vulnerabilities based on atomic obfuscation......................................,,,,2 [2022014](100)

Searchable encryption scheme based on attribute policy hiding in a cloud environment......................................,,,2 [2022019](112)

Electronic invoice public verification scheme based on SM2 coalition signature algorithm......................................,,,,2 [2022020](122)

Research on evolution and security risk of Metaverse...................,,2 [2022023](132)

Two-stage community detection algorithm based on label propagation......................................,,,,2 [2021099](139)

Evidence classification method of chat text based on DSR and BGRU model......................................,,,2 [2022007](150)

Java deserialization gadget chain discovery method based on hybrid analysis......................................,,2 [2022009](160)

Trust evaluation optimization mechanism for cloud user behavior based on FANP......................................,,,2 [2021100](175)

Strategy of container migration and honeypot deployment based on signal game in cloud environment......................................,,,3 [2021042] (87)

Private-preserving scientific computation of the rational numbers...................,3 [2022038] (97)

Research on the robustness of convolutional neural networks in image recognition......................................,,3 [2022037](111)

Cross-domain authentication scheme based on consortium blockchain......................................,,3 [2022036](123)

Computationally secure steganography based on speech synthesis......................................3 [2022025](134)

Hierarchical proxy consensus optimization for IoV based on blockchain and trust value......................................,,,,,3 [2021097](142)

Fast handover authentication scheme in 5G mobile edge computing scenarios......................................,,,3 [2022034](154)

Defense strategy of industrial control worm based on SEIPQR model......................................,,,3 [2022032](169)

Multi-authority based CP-ABE proxy re-encryption scheme for cloud computing......................................,3 [2022033](176)

Research on network risk assessment based on attack graph of expected benefits-rate......................................,,,,4 [2022047](87)

Global randomized consensus algorithm resist collusion attack based on game theory......................................,,4 [2022048](98)

Carrier-independent deep optical watermarking algorithm......................................,,,4 [2022056](110)

Encrypted and obfuscation WebShell detection for high-speed network traffic......................................,,,4 [2022055](119)

Link prediction method for dynamic networks based on matching degree of nodes......................................,,,,4 [2022053](131)

Research on link detection technology based on dynamic browser fingerprint......................................,,4 [2022049](144)

Honeypot defense and transmission strategy based on offensive and defensive games in vehicular networks......................................,,,4 [2022050](157)

Rumor detection in social media based on eahanced Transformer......................................,,,,4 [2022042](168)

Design and analysis of intelligent service chain system for network security resource pool......................................,,,4 [2022051](175)

Proof of storage with corruption identification and recovery for dynamic group users......................................,,,5 [2022071] (75)

New image encryption algorithm based on double chaotic system and compressive sensing......................................,5 [2022058] (88)

Hardcoded vulnerability detection approach for IoT device firmware......................................,,,,,5 [2022070] (98)

Bytecode-based approach for Ethereum smart contract classification5 [2022046](111)

Qualitative modeling and analysis of attack surface for process multi-variant execution software system......................................,,,,5 [2022059](121)

Further accelerating the search of differential characteristics based on the SAT method...................5 [2022066](129)

Post-quantum encryption technology based on BRLWE for internet of things......................................,,,,5 [2022024](140)

Analysis on anonymity and regulation of digital currency transactions based on game theory......................................,,,5 [2022068](150)

CAT-RFE: ensemble detection framework for click fraud......................................,,,,5 [2022065](158)

Image recoloring detection based on inter-channel correlation......................................,,,,5 [2022057](167)

Novel continuous identity authentication method based on mouse behavior...................,5 [2022067](179)

Dynamic and efficient vehicular cloud management scheme with privacy protection......................................,,,6 [2022083] (70)

Encrypted traffic classification method based on convolutional neural network......................................,,,6 [2022077] (84)

Network security of the National Natural Science Foundation of China: today and prospects......................................,,,,6 [2022076] (92)

Lightweight defense mechanism against adversarial attacks via adaptive pruning and robust distillation......................................,,,,,,6 [2022074](102)

Image inpainting forensics method based on dual branch network...................,,,,,,6 [2022084](110)

Metrics for code obfuscation based on symbolic execution and-scope complexity......................................,,6 [2022085](123)

Software diversity evaluation method based on the properties of ROP/JOP gadgets......................................,,,6 [2022086](135)

Lip forgery detection via spatial-frequency domain combination......................................,,,6 [2022075](146)

Identity-based anonymous cloud auditing scheme with compact tags......................................,,,,6 [2022087](156)

Online medical privacy protection strategy under information value-added mechanism......................................,,,6 [2022072](169)

Education and teaching

Exploration and practice on integration of ideological, political courses into professional courses of cyberspace security specialty...................,2 [2022021](183)

Preliminary study on the reform of machine learning teaching......................................,,,4 [2022026](182)