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The rising energy footprint of artificial intelligence has become a measurable component of US data center emissions, yet cybersecurity research seldom considers its environmental cost. This study introduces an eco aware anomaly detection…

Natural Language Processing (NLP) for low-resource languages remains fundamentally constrained by the lack of textual corpora, standardized orthographies, and scalable annotation pipelines. While recent advances in large language models…

Computation and Language · Computer Science 2026-02-10 Bonaventure F. P. Dossou , Henri Aïdasso

Accountability regimes typically encourage record-keeping to enable the transparency that supports oversight, investigation, contestation, and redress. However, implementing such record-keeping can introduce considerations, risks, and…

Computers and Society · Computer Science 2025-10-07 Shreya Chappidi , Jennifer Cobbe , Chris Norval , Anjali Mazumder , Jatinder Singh

We introduce _transparent documents_, interactive web-based scholarly articles which allow readers to explore the relationship to the underlying data by hovering over fragments of text, and present an LLM-based tool for authoring…

Human-Computer Interaction · Computer Science 2026-01-13 Alfonso Piscitelli , Cristina David , Mattia De Rosa , Ali Mohammed , Federico Nanni , Jacob Pake , Roly Perera , Jessy Sodimu , Chenyiqiu Zheng

Many organizations, including governments, utilities, and businesses, have set ambitious targets to reduce carbon emissions for their Environmental, Social, and Governance (ESG) goals. To achieve these targets, these organizations…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-07 Diptyaroop Maji , Noman Bashir , David Irwin , Prashant Shenoy , Ramesh K. Sitaraman

The significant carbon footprint of the ICT sector calls for methodologies to contain carbon emissions of running software. This article proposes a novel framework for implementing, configuring and assessing carbon-aware interactive…

Software Engineering · Computer Science 2024-05-22 Stefano Forti , Jacopo Soldani , Antonio Brogi

To encourage and guide decarbonization efforts, better tools are needed to monitor real-time CO2 and criteria air pollutant emissions from electricity consumption, production, imports, and exports. Using real-time data from the electricity…

Physics and Society · Physics 2021-10-22 Jacques A de Chalendar , Sally M Benson

Generative artificial intelligence (AI) is increasingly used to write and refactor research code, expanding computational workflows. At the same time, Green AI research has largely measured the footprint of models rather than the downstream…

Software Engineering · Computer Science 2026-03-31 Andres Alonso-Robisco , Carlos Esparcia , Francisco Jareño

Increased adoption of artificial intelligence (AI) systems into scientific workflows will result in an increasing technical debt as the distance between the data scientists and engineers who develop AI system components and scientists,…

Artificial Intelligence · Computer Science 2021-03-08 Iain Barclay , Harrison Taylor , Alun Preece , Ian Taylor , Dinesh Verma , Geeth de Mel

The computations required for deep learning research have been doubling every few months, resulting in an estimated 300,000x increase from 2012 to 2018 [2]. These computations have a surprisingly large carbon footprint [38]. Ironically,…

Computers and Society · Computer Science 2019-08-15 Roy Schwartz , Jesse Dodge , Noah A. Smith , Oren Etzioni

Financial forecasting increasingly uses large neural network models, but their opacity raises challenges for trust and regulatory compliance. We present several approaches to explainable and reliable AI in finance. \emph{First}, we describe…

Machine Learning · Computer Science 2025-10-31 Albi Isufaj , Pablo Mollá , Helmut Prendinger

The rapid evolution of Artificial Intelligence (AI) and Machine Learning (ML) has significantly transformed logistics and supply chain management, particularly in the pursuit of sustainability and eco-efficiency. This study explores…

Green computing represents a critical pathway to decarbonize the digital economy while maintaining technological progress. This article examines how sustainable IT strategies including energy-efficient hardware, AI-optimized data centres,…

Recent years have seen impressive progress in AI-assisted writing, yet the developments in AI-assisted reading are lacking. We propose inline commentary as a natural vehicle for AI-based reading assistance, and present CARE: the first open…

Computation and Language · Computer Science 2023-02-27 Dennis Zyska , Nils Dycke , Jan Buchmann , Ilia Kuznetsov , Iryna Gurevych

Companies report on their financial performance for decades. More recently they have also started to report on their environmental impact and their social responsibility. The latest trend is now to deliver one single integrated report where…

Computers and Society · Computer Science 2019-11-14 Benoît Otjacques

AI auditing is a rapidly growing field of research and practice. This review article, which doubles as an editorial to Digital Societys topical collection on Auditing of AI, provides an overview of previous work in the field. Three key…

Computers and Society · Computer Science 2024-07-10 Jakob Mokander

Given the growing use of Artificial Intelligence (AI) and machine learning (ML) methods across all aspects of environmental sciences, it is imperative that we initiate a discussion about the ethical and responsible use of AI. In fact, much…

Computers and Society · Computer Science 2022-04-14 Amy McGovern , Imme Ebert-Uphoff , David John Gagne , Ann Bostrom

Deep learning applications at the network edge lead to a significant growth in AI-related carbon emissions, presenting a critical sustainability challenge. The existing edge computing frameworks optimize for latency and throughput, but they…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-02 Guilin Zhang , Wulan Guo , Ziqi Tan , Chuanyi Sun , Hailong Jiang

The race for artificial intelligence (AI) dominance often prioritizes scale over efficiency. Hyper-scaling is the common industry approach: larger models, more data, and as many computational resources as possible. Using more resources is a…

General Economics · Economics 2026-05-08 Marco Bornstein , Amrit Singh Bedi

By effectively implementing the strategies for resource allocation, the capabilities, and reliability of non-terrestrial networks (NTN) can be enhanced. This leads to enhance spectrum utilization performance while minimizing the unmet…

Networking and Internet Architecture · Computer Science 2024-04-22 Husnain Shahid , Miguel Angel Vazquez , Laurent Reynaud , Fanny Parzysz , Musbah Shaat