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Showing 1 to 5 of 5 for “"AI Infrastructure"”.

  1. The Net Climate Impact of AI: Balancing Current Costs with Future Climate Benefits

    … on climate change? Existing studies focus on AI's footprint, but few analyze AI's trade-offs. This paper develops a framework to quantify both the Greenhouse Gas (GHG) emissions and the climate change costs and benefits of AI systems, addressing the time value of carbon and the installed base …

    mit Repository record for The Net Climate Impact of AI: Balancing Current Costs with Future Climate Benefits (opens in a new tab)

  2. SLO-aware optimization and stateful orchestration for LLM systems

    … Language Models (LLMs) has shifted the focus of AI infrastructure from simple text generation to complex, multi-turn agentic workflows. As these applications become increasingly sensitive to latency and dependencies, existing serving systems—which primarily optimize for aggregate throughput—fail …

    uiuc Repository record for SLO-aware optimization and stateful orchestration for LLM systems (opens in a new tab)

  3. Towards efficient and reliable infrastructure for machine learning

    … but at immense computational cost. Training and serving these models requires tens of thousands of specialized accelerators that consume megawatts of power and costs hundreds of millions of dollars. The efficiency of the underlying compute infrastructure is, therefore, critical for …

    uiuc Repository record for Towards efficient and reliable infrastructure for machine learning (opens in a new tab)

  4. The impact of information and communication technologies (ICT) infrastructure on remote work service delivery for Administrators in South African SMEs

    … and communication and technologies (ICT) infrastructures is very crucial for business sustainability but can also have detrimental drawbacks where there are limited ICT infrastructure resources to support daily technology demand. This leads to challenges like cyber risks, job …

    cape-town Repository record for The impact of information and communication technologies (ICT) infrastructure on remote work service delivery for Administrators in South African SMEs (opens in a new tab)

  5. Towards Efficient AI for Science in Scalable and High Performance Distributed System

    Artificial intelligence (AI) has seen rapid development over the last few decades, significantly impacting various domains such as computer vision and natural language processing. In recent years, machine learning methods have been increasingly applied to the scientific discovery process, …

    unr Repository record for Towards Efficient AI for Science in Scalable and High Performance Distributed System (opens in a new tab)