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从auditability的法理涵义看审计如何把权力关进制度的笼子
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作者 王婷 《财会月刊(下)》 北大核心 2018年第5期149-152,共4页
首先从"rule"的转型带来社会对政府权力需求的变换出发,认为政府当前要建设服务型、法治型、回应型三种权力;再通过剖析新"rule"形势下accounting到accountability的变化,阐述针对三种权力建设而引致的三种制约权... 首先从"rule"的转型带来社会对政府权力需求的变换出发,认为政府当前要建设服务型、法治型、回应型三种权力;再通过剖析新"rule"形势下accounting到accountability的变化,阐述针对三种权力建设而引致的三种制约权力需求理论,即权力寻租需求、信息不对称需求和规模经济需求;最后创造性地提出auditability的概念,站在auditability角度分析如何满足制约权力的三种需求,并提出发挥以上作用的思路。 展开更多
关键词 法理涵义 权力 审计 ACCOUNTABILITY auditability
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Innovation and Practice of Corporate Financial Audit in the Context of Modern Education
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作者 Jue Wang Xiaoji Ma 《Journal of Contemporary Educational Research》 2025年第9期195-201,共7页
With the development of modern educational concepts and technologies,corporate financial audit is facing unprecedented challenges and opportunities.This paper first analyzes the new characteristics of corporate financ... With the development of modern educational concepts and technologies,corporate financial audit is facing unprecedented challenges and opportunities.This paper first analyzes the new characteristics of corporate financial audit in the context of modern education,including the widespread application of digital audit tools,the diversification of audit content,and the increased requirements for audit efficiency.Then,it explores the innovative practices in corporate financial audit,such as the introduction of big data analysis technology,the construction of intelligent audit platforms,and the implementation of continuous audit.The paper also conducts an in-depth study on the impact of these innovative practices on the processes,quality,and risk management of corporate financial audit.Finally,it summarizes the effectiveness of the innovation and practice of corporate financial audit in the context of modern education,and looks forward to future development trends,providing references for theoretical research and practical operations in related fields. 展开更多
关键词 Modern education context Corporate financial audit Innovative practice Big data analysis Intelligent audit Continuous audit
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Dataset Copyright Auditing for Large Models:Fundamentals,Open Problems,and Future Directions
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作者 DU Linkang SU Zhou YU Xinyi 《ZTE Communications》 2025年第3期38-47,共10页
The unprecedented scale of large models,such as large language models(LLMs)and text-to-image diffusion models,has raised critical concerns about the unauthorized use of copyrighted data during model training.These con... The unprecedented scale of large models,such as large language models(LLMs)and text-to-image diffusion models,has raised critical concerns about the unauthorized use of copyrighted data during model training.These concerns have spurred a growing demand for dataset copyright auditing techniques,which aim to detect and verify potential infringements in the training data of commercial AI systems.This paper presents a survey of existing auditing solutions,categorizing them across key dimensions:data modality,model training stage,data overlap scenarios,and model access levels.We highlight major trends,including the prevalence of black-box auditing methods and the emphasis on fine-tuning rather than pre-training.Through an in-depth analysis of 12 representative works,we extract four key observations that reveal the limitations of current methods.Furthermore,we identify three open challenges and propose future directions for robust,multimodal,and scalable auditing solutions.Our findings underscore the urgent need to establish standardized benchmarks and develop auditing frameworks that are resilient to low watermark densities and applicable in diverse deployment settings. 展开更多
关键词 dataset copyright auditing large language models diffusion models multimodal auditing membership inference
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Research on the Theoretical Logic and Development Path of Artificial Intelligence Audit
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作者 Lei Zhu 《Proceedings of Business and Economic Studies》 2025年第6期135-144,共10页
With the deep integration of digital technology and the real economy,AI auditing has emerged as a core paradigm that breaks through the pain points of traditional auditing,such as“sampling limitations,post-event lag,... With the deep integration of digital technology and the real economy,AI auditing has emerged as a core paradigm that breaks through the pain points of traditional auditing,such as“sampling limitations,post-event lag,and reliance on manual labor”.This paper systematically reviews the theoretical connotations of AI auditing,reveals its current practical status,deeply analyzes four core challenges:data quality,ethical compliance,talent adaptation,and institutional synergy,and proposes feasible development paths from four dimensions:technological optimization,institutional construction,talent cultivation,and industry synergy.The research indicates that AI auditing needs to be“based on data elements,driven by technological innovation,with institutional guarantees as the bottom line,and talent adaptation as the core”,and achieve an upgrade from“tool assistance”to“governance synergy”under the promotion of new productive forces. 展开更多
关键词 Artificial intelligence audit Audit quality Digital transformation New-quality productivity
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Audit Recommendations for Final Accounts of Photovoltaic Power Generation Projects
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作者 Jigang Jia 《Journal of Electronic Research and Application》 2025年第1期33-39,共7页
With the continuous adjustment of the energy structure,photovoltaic(PV)power generation projects are increasing,playing a crucial role in promoting the application of clean energy.However,the current audit of complete... With the continuous adjustment of the energy structure,photovoltaic(PV)power generation projects are increasing,playing a crucial role in promoting the application of clean energy.However,the current audit of completed final accounts for photovoltaic power generation projects faces many challenges,such as incomplete institutional processes,scattered archive management materials,inadequate digital intelligence systems,and insufficient analysis of final account amounts.Based on this,this article aims to deeply analyze these issues and propose targeted audit suggestions to standardize the construction and audit work of photovoltaic power generation projects and promote the sustainable and healthy development of the photovoltaic power generation business. 展开更多
关键词 Photovoltaic power generation engineering Audit of completion final accounts Project management Audit strategy
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An Efficient and Secure Data Audit Scheme for Cloud-Based EHRs with Recoverable and Batch Auditing
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作者 Yuanhang Zhang Xu An Wang +3 位作者 Weiwei Jiang Mingyu Zhou Xiaoxuan Xu Hao Liu 《Computers, Materials & Continua》 2025年第4期1533-1553,共21页
Cloud storage,a core component of cloud computing,plays a vital role in the storage and management of data.Electronic Health Records(EHRs),which document users’health information,are typically stored on cloud servers... Cloud storage,a core component of cloud computing,plays a vital role in the storage and management of data.Electronic Health Records(EHRs),which document users’health information,are typically stored on cloud servers.However,users’sensitive data would then become unregulated.In the event of data loss,cloud storage providers might conceal the fact that data has been compromised to protect their reputation and mitigate losses.Ensuring the integrity of data stored in the cloud remains a pressing issue that urgently needs to be addressed.In this paper,we propose a data auditing scheme for cloud-based EHRs that incorporates recoverability and batch auditing,alongside a thorough security and performance evaluation.Our scheme builds upon the indistinguishability-based privacy-preserving auditing approach proposed by Zhou et al.We identify that this scheme is insecure and vulnerable to forgery attacks on data storage proofs.To address these vulnerabilities,we enhanced the auditing process using masking techniques and designed new algorithms to strengthen security.We also provide formal proof of the security of the signature algorithm and the auditing scheme.Furthermore,our results show that our scheme effectively protects user privacy and is resilient against malicious attacks.Experimental results indicate that our scheme is not only secure and efficient but also supports batch auditing of cloud data.Specifically,when auditing 10,000 users,batch auditing reduces computational overhead by 101 s compared to normal auditing. 展开更多
关键词 SECURITY cloud computing cloud storage recoverable batch auditing
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Assessing the Importance of Internal Audit and ESG Factors in Mitigating Financial Risk
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作者 Panagiotis Barkas Nikolaos Eriotis +1 位作者 Theodoros Kounadeas Ioannis Ploumpis 《Economics World》 2025年第4期333-359,共27页
This paper examines the role of internal audit and the incorporation of Environmental,Social,and Governance(ESG)factors within the corporate governance frameworks of Greek firms in mitigating their financial risk.Time... This paper examines the role of internal audit and the incorporation of Environmental,Social,and Governance(ESG)factors within the corporate governance frameworks of Greek firms in mitigating their financial risk.Time series econometric analysis was performed to determine the factors that influence financial stability,transparency,and regulatory compliance in Greek Firms.Data were collected from 120 internal auditors and financial professionals employed in organizations across multiple sectors of the Greek economy.In line with existing literature,findings show that robust internal audit and ESG practices are essential in promoting financial stability,transparency,and regulatory compliance.The paper provides empirical evidence that well-structured internal audit mechanisms and effective ESG initiatives reduce financial risks,while enhancing organizational sustainability and resilience.The results emphasize the growing importance of ESG considerations in corporate governance and suggest that improvements in both internal audit systems,as well as robust ESG policies,can strengthen risk management strategies and improve long-term financial performance.While previous research has thoroughly investigated the impact of internal audits on financial stability and the influence of ESG on corporate sustainability,this paper specifically examines their combined effect on financial risk management.Using firm level data across various sectors of the Greek economy,this study provides insights into how internal audit and ESG policies can jointly contribute towards enhancing financial resilience,transparency,and regulatory compliance. 展开更多
关键词 internal audit financial accounting risk management corporate governance ESG financial risk
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Provable Data Possession with Outsourced Tag Generation for AI-Driven E-Commerce
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作者 Yi Li Wenying Zheng +1 位作者 Yu-Sheng Su Meiqin Tang 《Computers, Materials & Continua》 2025年第5期2719-2734,共16页
AI applications have become ubiquitous,bringing significant convenience to various industries.In e-commerce,AI can enhance product recommendations for individuals and provide businesses with more accurate predictions ... AI applications have become ubiquitous,bringing significant convenience to various industries.In e-commerce,AI can enhance product recommendations for individuals and provide businesses with more accurate predictions for market strategy development.However,if the data used for AI applications is damaged or lost,it will inevitably affect the effectiveness of these AI applications.Therefore,it is essential to verify the integrity of e-commerce data.Although existing Provable Data Possession(PDP)protocols can verify the integrity of cloud data,they are not suitable for e-commerce scenarios due to the limited computational capabilities of edge servers,which cannot handle the high computational overhead of generating homomorphic verification tags in PDP.To address this issue,we propose PDP with Outsourced Tag Generation for AI-driven e-commerce,which outsources the computation of homomorphic verification tags to cloud servers while introducing a lightweight verification method to ensure that the tags match the uploaded data.Additionally,the proposed scheme supports dynamic operations such as adding,deleting,and modifying data,enhancing its practicality.Finally,experiments show that the additional computational overhead introduced by outsourcing homomorphic verification tags is acceptable compared to the original PDP. 展开更多
关键词 Provable data possession data auditing cloud computing E-COMMERCE bloom filter
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Social Governance Paths to Improve the Efficiency of Rural Collective Economic Audit
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作者 Yan LI Qin LIU Dongwen SUN 《Asian Agricultural Research》 2025年第2期17-20,26,共5页
In view of the series of problems found in the rural collective economic audit in Zhangdian District of Zibo City in the past five years,this study used empirical research methods to deeply analyze the current situati... In view of the series of problems found in the rural collective economic audit in Zhangdian District of Zibo City in the past five years,this study used empirical research methods to deeply analyze the current situation and existing problems of the village collective audit work.On this basis,typical cases were selected for in-depth analysis,the effects of different audit modes were compared,and the reliable paths to improve the efficiency of village collective audit were studied and considered.The results show that the social governance strategy plays a positive role in improving the efficiency of village collective audit.This study is expected to provide a reference for the improvement of village collective audit efficiency,and is of great significance to improve the village collective financial management and promote the improvement of the rural governance system. 展开更多
关键词 Rural collective economy Audit efficiency Social governance PATHS
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Research and Implementation of Trusted Blockchain Core Technology Based on State Secret Algorithm
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作者 Zheng Qingan Meng Jialin +2 位作者 Wu Junjie Li Jingtao Lin Haonan 《China Communications》 2025年第4期143-160,共18页
With the rapid development of blockchain technology,the Chinese government has proposed that the commercial use of blockchain services in China should support the national encryption standard,also known as the state s... With the rapid development of blockchain technology,the Chinese government has proposed that the commercial use of blockchain services in China should support the national encryption standard,also known as the state secret algorithm GuoMi algorithm.The original Hyperledger Fabric only supports internationally common encryption algorithms,so it is particularly necessary to enhance support for the national encryption standard.Traditional identity authentication,access control,and security audit technologies have single-point failures,and data can be easily tampered with,leading to trust issues.To address these problems,this paper proposes an optimized and application research plan for Hyperledger Fabric.We study the optimization model of cryptographic components in Hyperledger Fabric,and based on Fabric's pluggable mechanism,we enhance the Fabric architecture with the national encryption standard.In addition,we research key technologies involved in the secure application protocol based on the blockchain.We propose a blockchain-based identity authentication protocol,detailing the design of an identity authentication scheme based on blockchain certificates and Fabric CA,and use a dual-signature method to further improve its security and reliability.Then,we propose a flexible,dynamically configurable real-time access control and security audit mechanism based on blockchain,further enhancing the security of the system. 展开更多
关键词 access control authentication Hyperledger Fabric security audit state secret algorithm
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The Role of Internal Audit in Improving the Quality of Government Financial Statements:A Literature Based Study Agency Theory
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作者 Nova Fernita Samosir Aninditya Amanda +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期151-158,共8页
Internal audit plays a strategic role in ensuring the reliability of government financial statements,which are essential tools for achieving public financial accountability and transparency.This study aims to analyze ... Internal audit plays a strategic role in ensuring the reliability of government financial statements,which are essential tools for achieving public financial accountability and transparency.This study aims to analyze the role of internal audit in improving the quality of government financial reporting using a literature review approach based on agency theory.The method employed is a systematic literature review of 12 scholarly articles(7 national and 5 international),as well as relevant books and official reports published within the last five years(2019-2024).The findings indicate that an effective and independent internal audit can reduce information asymmetry between the government(agent)and the public(principal),enhance compliance with Government Accounting Standards(SAP),and strengthen internal controls and financial governance.This study concludes that a competent internal audit function is a critical prerequisite for producing reliable,relevant,and accountable financial statements.The findings support agency theory and offer key recommendations for strengthening internal audit practices in the public sector. 展开更多
关键词 internal audit financial statement quality GOVERNMENT agency theory literature review
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Cloud EMRs auditing with decentralized (t, n)-threshold ownership transfer
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作者 Yamei Wang Weijing You +2 位作者 Yuexin Zhang Ayong Ye Li Xu 《Cybersecurity》 2025年第4期142-158,共17页
In certain cloud Electronic Medical Records (EMRs) applications, the data ownership may need to be transferred. In practice, not only the data but also the auditing ability should be transferred securely and efciently... In certain cloud Electronic Medical Records (EMRs) applications, the data ownership may need to be transferred. In practice, not only the data but also the auditing ability should be transferred securely and efciently. However, we investigate and fnd that most of the existing data ownership transfer protocols only work well between two indi-viduals,and they become inefcient when dealing between two communities. The proposals for transferring tags between communities are problematic as well since, they require all members get involved or a fully trusted aggrega-torfacilitates ownership transfer, which are unrealistic in certain scenarios. To alleviate these problems, in this paper we develop a secure auditing protocol with decentralized (t, n)-threshold ownership transfer for cloud EMRs. This protocol is designed to operate efciently without requiring the mandatory participation of every user or the involve-mentof any trusted third-party. It is achieved by employing the threshold signature. Rigorous security analyses and comprehensive performance evaluations illustrate the security and practicality of our protocol. Specifcally, according to the evaluations and comparisons, the communication and computational consumption is independent of the fle size, i.e., it is constant in our protocol for both communities. 展开更多
关键词 Integrity auditing Ownership transfer Threshold signature Cloud EMRs
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Audit without Integrity:Ethical Failures and Fraud in High-Profile Corporate Cases
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作者 Enda Putri Rudangta Meliala Julia +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期159-169,共11页
This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit... This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit reports,the study applies the Fraud Triangle framework,focusing on how weak integrity,objectivity,and professional competence have undermined public trust in the auditing profession.Using a qualitative descriptive method and the Fraud Triangle framework,which includes pressure,opportunity,and rationalization,the study analyzes cases from Indonesia(SNP Finance,Jiwasraya),China(Evergrande),and Germany(Wirecard).The analysis reveals that many audit failures observed in this study appear to stem more from ethical challenges than from technical incapability,driven by client pressure,weak internal controls,and compromised auditor independence.These cases demonstrate a recurring global pattern in which auditors neglect their responsibility to act in the public interest. 展开更多
关键词 auditor ethics internal auditor competence internal control fraud triangle audit failure professional responsibility SNP Finance Evergrande Wirecard Jiwasraya
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Audit Without Integrity:Ethical Failures and Fraud in High-Profile Corporate Cases
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作者 Enda Putri Rudangta Meliala Julia +1 位作者 Iskandar Muda Erlina 《Journal of Modern Accounting and Auditing》 2025年第3期218-228,共11页
This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit... This study explores ethical violations and audit failures in various large-scale corporate fraud cases.Using a qualitative descriptive method and based on secondary data from documented fraud cases and published audit reports,the study applies the Fraud Triangle framework,focusing on how weak integrity,objectivity,and professional competence have undermined public trust in the auditing profession.Using a qualitative descriptive method and the Fraud Triangle framework,which includes pressure,opportunity,and rationalization,the study analyzes cases from Indonesia(SNP Finance,Jiwasraya),China(Evergrande),and Germany(Wirecard).The analysis reveals that many audit failures observed in this study appear to stem more from ethical challenges than from technical incapability,driven by client pressure,weak internal controls,and compromised auditor independence.These cases demonstrate a recurring global pattern in which auditors neglect their responsibility to act in the public interest. 展开更多
关键词 auditor ethics internal auditor competence internal control fraud triangle audit failure professional responsibility SNP Finance Evergrande Wirecard Jiwasraya
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The Influence of Work Experience and Professionalism of Internal Auditors on Audit Quality in the Regional Inspectorate of Bandung District
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作者 Reginda Dika Handayani Eddy Winarso 《Economics World》 2025年第3期175-201,共27页
quality is a means for auditors to detect material errors when presenting financial reports.In the public sector,audit quality can be seen from the quality of the information contained in information reports published... quality is a means for auditors to detect material errors when presenting financial reports.In the public sector,audit quality can be seen from the quality of the information contained in information reports published by the government to the public.Examinations carried out by internal inspectorate auditors include reviewing accounting,finance,operations,and others to protect against misstatements which could affect the quality of information displayed by the government through financial reports,performance,and compliance with laws and regulations to the public as transparency efforts to the public.This research aims to empirically test and analyze the influence of auditors’work experience and professionalism on audit quality partially and simultaneously at the Bandung Regency Regional Inspectorate.The population in this study were all auditors who worked at the Bandung Regency Regional Inspectorate with a sample of 35 auditors.The sampling technique used in this research was purposive sampling.A questionnaire was used for the data.This research uses multiple regression analysis,where the results of this research show that partially and simultaneously the variables of work experience and auditor professionalism have a positive and significant effect on audit quality.The implications of the results of this research state that work experience and professionalism are needed to improve audit quality because the results of this research show that work experience and auditor professionalism have a positive and significant effect on audit quality. 展开更多
关键词 work experience auditor professionalism audit quality
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Research on the Impact of Voluntary Auditor Changes in Chinese Listed Companies on Audit Fees
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作者 Liuting Huang Shixin Yang 《Journal of Frontier in Economic and Management Research》 2025年第1期197-213,共17页
This article takes listed companies in China's A-share market that underwent voluntary auditor changes from 2021 to 2024 as the research object,and empirically examines the impact of voluntary auditor changes on c... This article takes listed companies in China's A-share market that underwent voluntary auditor changes from 2021 to 2024 as the research object,and empirically examines the impact of voluntary auditor changes on corporate audit fees.The research results show that:(1)voluntary auditor changes significantly reduce corporate audit fees,indicating that companies have bargaining advantages in auditor selection and can achieve cost savings by changing auditors;(2)The new regulatory regulations released in 2023 have significantly changed the audit pricing mechanism,so that voluntary changes no longer have a fee reduction effect;(3)When establishing an audit committee for a company,voluntary auditor changes can significantly reduce audit fees;(4)When state-owned enterprises voluntarily change auditors,the cost reduction effect of audit fees is more significant;(5)Voluntary auditor changes have partially mediated the cost reduction effect on audit fees by reducing the proportion of non audit services.This article provides empirical evidence for enterprises to optimize their auditor selection strategies,and also provides insights for regulatory authorities to identify irrational low price competition in the audit market and regulate pricing order. 展开更多
关键词 Voluntary auditor change Audit fees Policy shock
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C-BIVM:A Cognitive-Based Integrity Verification Model for IoT-Driven Smart Cities
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作者 Radhika Kumari Kiranbir Kaur +4 位作者 Ahmad Almogren Ayman Altameem Salil Bharany Yazeed Yasin Ghadi Ateeq Ur Rehman 《Computers, Materials & Continua》 2025年第9期5509-5525,共17页
The exponential growth of the Internet of Things(IoT)has revolutionized various domains such as healthcare,smart cities,and agriculture,generating vast volumes of data that require secure processing and storage in clo... The exponential growth of the Internet of Things(IoT)has revolutionized various domains such as healthcare,smart cities,and agriculture,generating vast volumes of data that require secure processing and storage in cloud environments.However,reliance on cloud infrastructure raises critical security challenges,particularly regarding data integrity.While existing cryptographic methods provide robust integrity verification,they impose significant computational and energy overheads on resource-constrained IoT devices,limiting their applicability in large-scale,real-time scenarios.To address these challenges,we propose the Cognitive-Based Integrity Verification Model(C-BIVM),which leverages Belief-Desire-Intention(BDI)cognitive intelligence and algebraic signatures to enable lightweight,efficient,and scalable data integrity verification.The model incorporates batch auditing,reducing resource consumption in large-scale IoT environments by approximately 35%,while achieving an accuracy of over 99.2%in detecting data corruption.C-BIVM dynamically adapts integrity checks based on real-time conditions,optimizing resource utilization by minimizing redundant operations by more than 30%.Furthermore,blind verification techniques safeguard sensitive IoT data,ensuring privacy compliance by preventing unauthorized access during integrity checks.Extensive experimental evaluations demonstrate that C-BIVM reduces computation time for integrity checks by up to 40%compared to traditional bilinear pairing-based methods,making it particularly suitable for IoT-driven applications in smart cities,healthcare,and beyond.These results underscore the effectiveness of C-BIVM in delivering a secure,scalable,and resource-efficient solution tailored to the evolving needs of IoT ecosystems. 展开更多
关键词 Internet of Things(IoT) smart cities data integrity verification BDI cognitive intelligence algebraic signatures batch auditing resource-constrained devices blind verification
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Special Topic on Security of Large Models
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作者 SU Zhou DU Linkang 《ZTE Communications》 2025年第3期1-2,共2页
Large models,such as large language models(LLMs),vision-language models(VLMs),and multimodal agents,have become key elements in artificial intelli⁃gence(AI)systems.Their rapid development has greatly improved percepti... Large models,such as large language models(LLMs),vision-language models(VLMs),and multimodal agents,have become key elements in artificial intelli⁃gence(AI)systems.Their rapid development has greatly improved perception,generation,and decision-making in various fields.However,their vast scale and complexity bring about new security challenges.Issues such as backdoor vulnerabilities during training,jailbreaking in multimodal rea⁃soning,and data provenance and copyright auditing have made security a critical focus for both academia and industry. 展开更多
关键词 large modelssuch SECURITY multimodal agentshave multimodal rea soningand large language models llms vision language data provenance copyright auditing backdoor vulnerabilities vision language models
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Effect of audit outgoing officials' natural resource asset management on carbon emission reduction
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作者 ZHANG Li-jun DING Yue 《Ecological Economy》 2025年第2期117-132,共16页
Carbon dioxide is the main factor causing the greenhouse effect,and reducing carbon dioxide emissions is an important task in ecological civilization governance.The audit of outgoing officials'natural resource ass... Carbon dioxide is the main factor causing the greenhouse effect,and reducing carbon dioxide emissions is an important task in ecological civilization governance.The audit of outgoing officials'natural resource asset management is an audit of the natural resources within the jurisdiction of each province to ensure that senior officials implement policies to protect natural resources.Therefore,this paper empirically verifies the impact of audit outgoing officials'natural resource asset management on carbon emission reduction based on panel data of 297 prefecture-level cities in China from 2012 to 2021.The study finds that auditing outgoing officials'natural resource asset management can effectively reduce carbon dioxide emissions and achieve energy conservation and emission reduction.Further research finds that auditing outgoing officials'natural resource asset management can promote technological innovation and industrial structure optimization,providing a reference for the country to achieve carbon peaking and carbon neutrality goals and promote the green transformation and upgrading of social development. 展开更多
关键词 audit outgoing officials'natural resource asset management carbon emission reduction carbon peaking and carbon neutrality goals
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A Federated Learning Framework with Blockchain-Based Auditable Participant Selection
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作者 Huang Zeng Mingtian Zhang +1 位作者 Tengfei Liu Anjia Yang 《Computers, Materials & Continua》 SCIE EI 2024年第6期5125-5142,共18页
Federated learning is an important distributed model training technique in Internet of Things(IoT),in which participant selection is a key component that plays a role in improving training efficiency and model accurac... Federated learning is an important distributed model training technique in Internet of Things(IoT),in which participant selection is a key component that plays a role in improving training efficiency and model accuracy.This module enables a central server to select a subset of participants to performmodel training based on data and device information.By doing so,selected participants are rewarded and actively perform model training,while participants that are detrimental to training efficiency and model accuracy are excluded.However,in practice,participants may suspect that the central server may have miscalculated and thus not made the selection honestly.This lack of trustworthiness problem,which can demotivate participants,has received little attention.Another problem that has received little attention is the leakage of participants’private information during the selection process.We will therefore propose a federated learning framework with auditable participant selection.It supports smart contracts in selecting a set of suitable participants based on their training loss without compromising the privacy.Considering the possibility of malicious campaigning and impersonation of participants,the framework employs commitment schemes and zero-knowledge proofs to counteract these malicious behaviors.Finally,we analyze the security of the framework and conduct a series of experiments to demonstrate that the framework can effectively improve the efficiency of federated learning. 展开更多
关键词 Federated learning internet of things participant selection blockchain auditability PRIVACY
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