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Related papers: Reconsidering CO2 emissions from Computer Vision

200 papers

The rapid advancement of quantum hardware brings a host of research opportunities and the potential for quantum advantages across numerous fields. In this landscape, quantum circuit simulations serve as an indispensable tool by emulating…

Physics and Society · Physics 2023-07-13 Jinyang Li , Qiang Guan , Dingwen Tao , Weiwen Jiang

Generative Artificial Intelligence (GenAI) is driving significant environmental impacts. The rapid development and deployment of increasingly larger algorithmic models capable of analysing vast amounts of data are contributing to rising…

Computers and Society · Computer Science 2025-02-18 Ana Valdivia

Numerical simulations underpin much fluid dynamics research today. Such simulations often rely on large scale high performance computing (HPC) systems, and have a significant carbon footprint. Increasing the efficiency of data centers or…

Physics and Society · Physics 2025-01-23 Miranda van Heel , Jack R. C. King

The ICT sector, responsible for 2% of global carbon emissions, is under scrutiny calling for methodologies and tools to design and develop software in an environmentally sustainable-by-design manner. However, the software engineering…

Software Engineering · Computer Science 2025-04-10 Ornela Danushi , Stefano Forti , Jacopo Soldani

Computing systems are tightly integrated today into our professional, social, and private lives. An important consequence of this growing ubiquity of computing is that it can have significant ethical implications of which computing…

Computers and Society · Computer Science 2022-12-26 Sudeep Pasricha , Marilyn Wolf

Generative AI is spreading rapidly, creating significant social and economic value while also raising concerns about its high energy use and environmental sustainability. While prior studies have predominantly focused on the…

Computers and Society · Computer Science 2026-02-12 Min-Kyu Kim , Tae-An Yoo , Ji-Bum Chung

The immense technological progress in artificial intelligence research and applications is increasingly drawing attention to the environmental sustainability of such systems, a field that has been termed Green AI. With this contribution we…

Computers and Society · Computer Science 2024-07-16 Christian Clemm , Lutz Stobbe , Kishan Wimalawarne , Jan Druschke

With the rapid expansion of Artificial Intelligence, there are expectations for a proportional expansion of economic activity due to increased productivity, and with it energy consumption and its associated environmental consequences like…

General Economics · Economics 2024-09-11 Anthony Harding , Juan Moreno-Cruz

High temporal resolution CO2 emission data are crucial for understanding the drivers of emission changes, however, current emission dataset is only available on a yearly basis. Here, we extended a global daily CO2 emissions dataset…

The past decade has seen a massive rise in the popularity of AI systems, mainly owing to the developments in Gen AI, which has revolutionized numerous industries and applications. However, this progress comes at a considerable cost to the…

Computers and Society · Computer Science 2025-12-01 Shyam Agarwal , Mahasweta Chakraborti

Clouds have a significant impact on the Earth's climate system. They play a vital role in modulating Earth's radiation budget and driving regional changes in temperature and precipitation. This makes clouds ideal for climate intervention…

Climate change has been a popular topic for a number of years now. Computer Science has contributed to aiding humanity in reducing energy requirements and consequently global warming. Much of this work is through calculators which determine…

Computers and Society · Computer Science 2010-06-09 Matt Donato , Seng W. Loke

The rapid expansion of artificial intelligence has significantly increased the electricity, water, and carbon demands of modern data centers, raising sustainability concerns. This study evaluates the environmental footprint of AI server…

Computers and Society · Computer Science 2026-01-13 Aadi Patel , Nikhil Mahalingam , Rusheen Patel

Due to increased computing use, data centers consume and emit a lot of energy and carbon. These contributions are expected to rise as big data analytics, digitization, and large AI models grow and become major components of daily working…

We provide ex-post empirical analysis of the effects of climate policies on carbon dioxide emissions at the aggregate national level. Our results are based on a comprehensive database of 121 countries. As climate policies we examine carbon…

General Economics · Economics 2026-01-14 Emanuel Kohlscheen , Richhild Moessner , Elod Takats

Computer vision can accelerate ecology research by automating the analysis of raw imagery from sensors like camera traps, drones, and satellites. However, computer vision is an emerging discipline that is rarely taught to ecologists. This…

Computers and Society · Computer Science 2023-01-06 Elijah Cole , Suzanne Stathatos , Björn Lütjens , Tarun Sharma , Justin Kay , Jason Parham , Benjamin Kellenberger , Sara Beery

Artificial intelligence (AI) is currently spearheaded by machine learning (ML) methods such as deep learning which have accelerated progress on many tasks thought to be out of reach of AI. These recent ML methods are often compute hungry,…

Machine Learning · Computer Science 2025-03-25 Dustin Wright , Christian Igel , Gabrielle Samuel , Raghavendra Selvan

Specialized hardware accelerators aid the rapid advancement of artificial intelligence (AI), and their efficiency impacts AI's environmental sustainability. This study presents the first publication of a comprehensive AI accelerator…

Hardware Architecture · Computer Science 2025-02-05 Ian Schneider , Hui Xu , Stephan Benecke , David Patterson , Keguo Huang , Parthasarathy Ranganathan , Cooper Elsworth

As the climate crisis deepens, artificial intelligence (AI) has emerged as a contested force: some champion its potential to advance renewable energy, materials discovery, and large-scale emissions monitoring, while others underscore its…

Computers and Society · Computer Science 2025-06-16 Alexandra Sasha Luccioni , Emma Strubell , Kate Crawford

Air pollution in cities, especially NO\textsubscript{2}, is linked to numerous health problems, ranging from mortality to mental health challenges and attention deficits in children. While cities globally have initiated policies to curtail…

Machine Learning · Computer Science 2025-01-03 Mohamed R. Ibrahim , Terry Lyons