Jul 2026· Annual International Computer Software and Applications Conference· pp. 567-576· 0 citations· 35 references
Computer Science
Abstract
The rapid development of AIGC poses unprecedented challenges to digital copyright management, including training data disputes, originality determination, and derivative tracing. This paper proposes a novel copyright governance framework integrating perceptual hashing and blockchain for AIGC content. A fine-tuned CNN generates robust perceptual hashes that capture AIGC characteristics while maintaining consistency across variations. The framework uses contrastive and adversarial training. Hashes are registered on a blockchain with smart contracts for automated management. A hierarchical tracing mechanism links generated content to training data sources via multi-level similarity analysis. Experiments on a comprehensive AIGC dataset show 98.7% identification accuracy, 97.8% average hash consistency, and 94.5% tracing accuracy for derivative works, addressing critical gaps in digital rights management.
Accurate carbon footprint accounting is fundamental for urban environmental governance. However, multi-stakeholder transit networks struggle with data manipulation, privacy risks, and labor-intensive manual auditing. To resolve these trust and scalability bottlenecks, this paper introduces a tri-layer hybrid blockchain...
Cheng Qian, Fan Yang, Yu-Zhou Jiang et al.· Mathematics· 0 citations
This article reviews the evolution and current status of using blockchain technology to improve Smart Grid security and trust. It also summarizes the main challenges faced by blockchain-based Smart Grid systems. The survey provides a clear explanation of the various risks that threaten the blockchain-based Smart Grid a...
Bacem Mbarek, A. Meddeb, M. Al-Azawi· Technologies· 0 citations
A comprehensive trading framework that incorporates state-of-the-art methodologies and algorithms to simulate the entire AI image trading process and supports multiple trading mechanisms, including Blind English Sealed-Bid Auctions (BESEA), fixed-price auctions with a first-come, first-served (FCFS) model, Dutch auctio...
Bhabani Sankar Samantray, K. H. K. Reddy· Journal of King Saud Univers...· 0 citations
With the widespread adoption of blockchain technology in domains such as finance, healthcare, and supply chain management, its transparent and immutable ledger mechanism has improved traceability and trustworthiness while simultaneously introducing potential risks of user privacy leakage. Homomorphic encryption (HE), a...
Ling-Ling Ding, Bao-Ying Zhang, Yi-Fei Dai et al.· International Conference on...· 0 citations
The exploratory data analysis results provide important insights into the dataset characteristics that guide the design of the proposed AI-enabled blockchain framework. The class distribution graph shows a strong imbalance, with approximately 86.2% genuine samples and 13.8% forged samples, reflecting real-world conditi...
Yamini, P. Warke, Shounak Rushikesh et al.· Journal of Intelligent Decis...· 0 citations
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