SearcharxivSearch

arXiv subjects

Ayesha Arobee

Publications and source records attributed to Ayesha Arobee.

2 recordsLinked to original sources

Blockchain As a Platform For Artificial Intelligence (AI) Transparency

As artificial intelligence (AI) systems become increasingly complex and autonomous, concerns over transparency and accountability have intensified. The "black box" problem in AI decision-making limits stakeholders' ability to understand, trust, and verify outcomes, particularly in high-stakes sectors such as healthcare, finance, and autonomous systems. Blockchain technology, with its decentralized, immutable, and transparent characteristics, presents a potential solution to enhance AI transparency and auditability. This paper explores the integration of blockchain with AI to improve decision traceability, data provenance, and model accountability. By leveraging blockchain as an immutable record-keeping system, AI decision-making can become more interpretable, fostering trust among users and regulatory compliance. However, challenges such as scalability, integration complexity, and computational overhead must be addressed to fully realize this synergy. This study discusses existing research, proposes a framework for blockchain-enhanced AI transparency, and highlights practical applications, benefits, and limitations. The findings suggest that blockchain could be a foundational technology for ensuring AI systems remain accountable, ethical, and aligned with regulatory standards.

cs.CR

Balancing Innovation and Sustainability: Addressing the Environmental Impact of Bitcoin Mining

This study explores the intersection of technological innovation and environmental sustainability in the context of Bitcoin mining. With Bitcoin's growing adoption, concerns surrounding the energy consumption and environmental impact of mining activities have intensified. The study examines the core process of Bitcoin mining, focusing on its energy-intensive proof-of-work mechanism, and provides a detailed analysis of its ecological footprint, especially in terms of carbon emissions and electronic waste. Various models estimate that Bitcoin's energy consumption rivals that of entire nations, highlighting serious sustainability concerns. To address these issues, the paper unearths potential technological innovations, such as energy-efficient mining hardware and the integration of renewable energy sources, as viable strategies to reduce environmental impact. Additionally, the study reviews current sustainability initiatives, including efforts to lower carbon footprints and manage electronic waste effectively. Regulatory developments and market-based approaches are also discussed as possible pathways to mitigate the environmental harm associated with Bitcoin mining. Ultimately, the paper advocates for a balanced approach that fosters technological innovation while promoting environmental responsibility, suggesting that, with appropriate policy and technological interventions, Bitcoin mining can evolve to be both innovative and sustainable.

cs.CY