【论文导读】 - A Comprehensive Survey on Trustworthy Graph NeuralNetworks（关于可信图神经网络的全面综述) [隐私保护部分]

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2022-09-28 08:26:46

【论文导读】 - A Comprehensive Survey on Trustworthy Graph NeuralNetworks（关于可信图神经网络的全面综述) [隐私保护部分]
https://blog.csdn.net/weixin_43598687/article/details/126967791?spm=1001.2014.3001.5501

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为了避免Web服务可信性正面度量难以收集数据的问题，提出缺陷驱动的Web服务可信性度量模型TWSMM-SD（trustworthy Web services metrics model based on software defect），利用Web服务中的缺陷数目及类型来间接评测Web服务的可信度。在对Web服务中出现的缺陷进行全面收集、详细分类和可信归类的基础上，TWSMM-SD根据缺陷的演化来确定每种缺陷对最终可信度的影响程度，将其综合形成此种缺陷的初始权重，再利用隐马尔可夫模型对其进行处理，进而利用加权求和的方式求得Web服务的最终可信度。针对一个具体的Web服务，先利用重庆市软件评测中心的测试平台获得其缺陷个数及其所属类别，再使用TWSMM-SD对其进行可信性度量，进而证明本方法在Web服务可信性度量中的可行性和有效性。

教材-ETHICS GUIDELINES FOR TRUSTWORTHY AI

Alansari2017- A Distributed Access Control System for Cloud Federations .pdf Anon2017-Detecting Privileged Side-Channel Attacks in Shielded Execution with Déjà Vu.pdf Arnautov2016- SCONE Secure Linux Containers with Intel SGX.pdf Atamli-Reineh2015 - Securing Application with Software Partitioning.pdf B2017 -Securing Data Analytics on SGX With.pdf Bahmani2016 - Secure Multiparty Computation from SGX.pdf Barbosa2016- Foundations of Hardware-Based Attested Computation and Application to SGX.pdf Bauman2016-A Case for Protecting Computer Games With SGX.pdf Baumann2014- Shielding applications from an untrusted cloud with Haven-haven.pdf Beekman2016- Attestation Transparency Building secure Internet.pdf BehlJDistlerT2017-Hybrids on Steroids-SGX-Based High Performance BFT∗.pdf Bhardwaj2016-Fast, scalable and secure onloading of edge functions using AirBox.pdf Boneh2017 - Surnaming Schemes, Fast Verification, and Applications to SGX Technology.pdf Brekalo2016-Mitigating Password Database Breaches with Intel SGX.pdf Brenner2017- Secure Cloud Micro Services Using Intel SGX.pdf CacheZoom - how sgx amplifies the power of cache attacks.pdf ChakrabartiSLeslie-HurdRVijM -Architecture for Oversubscription of Secure Memory.pdf ChakrabartiSLeslie-HurdRVijM-Intel® Software Guard Extensions (Intel® SGX) Architecture for Oversubscription of Secure Memory in a Virtualized Environment .pdf Choi2017 - S-OpenSGX A system-level platform.pdf Costan2016-Sanctum Minimal Hardware Extensions for Strong Software.pdf Coughlin2017 -Trusted Click-Overcoming Security issues of NFV in the Cloud.pdf Dang2017-Proofs of Data Residency-Checking whether Your Cloud Files Have Been Relocated .pdf Elastic and Secure Energy Forecasting in cloud environments.pdf Fetzer2016-Building Critical Applications Using Microservice.pdf Gkantsidis2017- And Then There Were More.pdf Glamdring-Automatic Application Partitioning for Intel SGX.pdf Glimmers-Resolving the Privacy-Trust Quagmire.pdf Gotzfried2017-Cache Attacks on Intel SGX.pdf Gu2017 - Secure Live Migration of SGX Enclaves on Trusted Cloud.pdf Haider2017- Leveraging hw isolation for Process L (2).pdf Han2017-SGX-Box Enabling Visibility on Encrypted Traffic.pdf Hunt2016-Ryoan- A Distributed Sandbox for Untrusted .pdf Hutchison2011-HardIDX_ Practical and Secure Index with SGX.pdf Iron - Functional Encryption using Intel SGX.pdf Jackson2017 -Trust is in the Keys of the Beholder.pdf Jacomme2017 - Symbolic Models for Isolated Execution Environments.pdf KarandeVBaumanELinZ2017-SGX-Log-Securing System Logs With SGX.pdf Kelbert2017 - SecureCloud Secure Big Data Processing in Untrusted Clouds.pdf Leaky Cauldron on the Dark Land.pdf Leslie-Hurd2015-Verifying Linearizability of IntelR Software Guard Extensions.pdf Leveraging Intel SGX to Create a Nondisclosure Cryptographic library.pdf LightBox-SGX-assisted secure network functions.pdf Lind2016 - Teechan - Payment Channels Using TEE.pdf Lind2017 - Teechain-scalable blockchain payments using TEE.pdf Link2016-Automatic Enforcement of Expressive Security Policies using Enclaves.pdf Nguyen2017- EnGarde-Mutually-Trusted Inspection of SGX Enclaves.pdf Ohrimenko2016- Oblivious Multi-Party Machine Learning on Trusted Processors.pdf On Making Emerging TEE Accessible to Developers.pdf Paladi2016-TruSDN_ Bootstrapping Trust in Cloud Network Infrastructure.pdf Pires2016 - Secure Content-Based Routing Using SGX.pdf Pires2017- A lightweight MapReduce framework for secure processing with SGX.pdf Proof of Luck- an Efficient blockchain consensus protocol.pdf rollback and forking detection for trusted execution environments using lightweight (2).pdf Rollback and Forking Detection for Trusted Execution environments using lightweight.pdf SAFETY - Secure gwAs in Federated Environment.pdf Sasy-ZeroTrace- Oblivious Memory Primitives from Intel SGX.pdf Schuster2015- VC3-Trustworthy Data Analytics in the Cloud using SGX.pdf sec17-lee-jaehyuk.pdf sec17-lee-sangho.pdf sec17-van_bulck.pdf Seitzer2015-A Bytecode Interpreter for Secure Program Execution in Untrusted Main Memory.pdf Seo2017 - SGX-Shield -Enabling Address Space Layout Randomization for SGX Programs.pdf Shepherd2017a- Secure and Trusted Execution-Past .pdf Shinde2015 - Preventing Page Faults from Telling Your Secrets.pdf Sinha2015- Moat Verifying Confidentiality of Enclave Programs.pdf Stewin2016 - Malware Guard Extension_ Using SGX to Conceal Cache Attacks.pdf Strackx2016-Developing Secure SGX Enclaves New Challenges on the Horizon.pdf Strackx2016a - Ariadne-A Minimal Approach to State Continuity.pdf Swami2017 - Intel SGX Remote Attestation is not sufficient.pdf Tamrakar2017-The Circle Game-Scalable Private Membership Test Using Trusted Hardware.pdf Tramer2016 - Sealed-Glass Proofs.pdf Tsai2017 -Graphene-SGX.pdf Tychalas2017-SGXCrypter.pdf Volp2016-Avoiding Leakage and Synchronization Attacks through Enclave-Side Preemption Control .pdf Weichbrodt2016-AsyncShock - Exploiting Synchronisation Bugs in Intel SGX Enclaves.pdf Weiser2017 - SGXIO- Generic Trusted IO Path for Intel SGX.pdf Weisse2017 - Regaining Lost Cycles with HotCalls.pdf XingBCShanahanM2016-Intel__ Software Guard Extensions (Intel__ SGX) Software Support for Dynamic Memory Allocation inside an Enclave.pdf Xu2015-Controlled-Channel Attacks_ Deterministic Side Channels for Untrusted Operating Systems.pdf ZeroTrace- Oblivious Memory Primitives from Intel SGX.pdf Zhang2016 - Town Crier.pdf Zhang2017-REM Resource-Efficient Mining for Blockchains.pdf

This book presented to the readers is my second book published by John Wiley & Sons publishing company — thanks for such a wonderful opportunity to publish! My fi rst Wiley book [1] issued in 2008 covers aspect - oriented programming and its use for trustworthy software development. First, let me explain the allegorical meaning of the picture on the front cover of the book — a view of a rostral column , an architectural monument at the center of St. Petersburg in Neva embankment, designed by Jean - Francois Thomas de Thomon in 1810. When accompanying a compiler development team from Sun around St. Petersburg in 1994, I realized and told my guests that the rostral columns can be considered an allegory of modern compiler architecture. The foundation ( pillar ) of the column symbolizes trustworthy common back - end of a family of compilers for some platform (e.g., Scalable Processor ARChitecture [SPARC ]), and the rostra relying on the column (according to ancient tradition, the rostra should be front parts of the defeated enemy ’ s ships) depicts compiler front - ends — FORTRAN, C, Pascal, Modula, and so on, developed for that hardware platform. This trustworthy compilers book is the result of many years of my professional experience of research and commercial projects in the compiler development fi eld. I was as fortunate as to work with great people and companies on compiler development: in the 1970s to 1980s — with my Russian colleagues on developing compilers for the Russian “ Elbrus ” [2] supercomputers; in the 1990s — with Sun Microsystems on developing Sun compilers; and since 2003 — with Microsoft on its Phoenix [3] technology for compiler development. The results of these collaborations are presented in my book.

在过去的几十年里，人工智能技术迅猛发展，改变了每个人的日常生活，深刻改变了人类社会的进程。开发人工智能的目的是通过减少劳动、增加生活便利、促进社会公益来造福人类。然而，最近的研究和人工智能应用表明，人工智能可能会对人类造成意外伤害，例如，在安全关键的情况下做出不可靠的决定，或通过无意中歧视一个或多个群体而破坏公平。

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