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Artificial intelligence (AI) increasingly influences critical decision-making across sectors. Federated Learning (FL), as a privacy-preserving collaborative AI paradigm, not only enhances data protection but also holds significant promise…

Computers and Society · Computer Science 2025-09-03 Chao Feng , Alberto Huertas Celdran , Pedro Miguel Sanchez Sanchez , Lynn Zumtaugwald , Gerome Bovet , Burkhard Stiller

Cloud computing drives innovation but also poses significant environmental challenges due to its high-energy consumption and carbon emissions. Data centers account for 2-4% of global energy usage, and the ICT sector's share of electricity…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-26 Federico Ruilova , Ernst Gunnar Gran , Sven-Arne Reinemo

Serverless computing is an emerging cloud computing abstraction wherein the cloud platform transparently manages all resources, including explicitly provisioning resources and geographical load balancing when the demand for service spikes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-06 Jayden Serenari , Sreekanth Sreekumar , Kaiwen Zhao , Saurabh Sarkar , Stephen Lee

The unprecedented proliferation of digital data presents significant challenges in access, integration, and value creation across all data-intensive sectors. Valuable information is frequently encapsulated within disparate systems,…

Digital Libraries · Computer Science 2026-05-06 Binh Vu

Decentralized Federated Learning (DFL) is an emerging paradigm that enables collaborative model training without centralized data and model aggregation, enhancing privacy and resilience. However, its sustainability remains underexplored, as…

Computers and Society · Computer Science 2025-09-09 Chao Feng , Alberto Huertas Celdrán , Xi Cheng , Gérôme Bovet , Burkhard Stiller

Rapid advances in artificial intelligence (AI) in the last decade have largely been built upon the wide applications of deep learning (DL). However, the high carbon footprint yielded by larger and larger DL networks becomes a concern for…

Machine Learning · Computer Science 2022-11-01 C. -C. Jay Kuo , Azad M. Madni

Responsible Artificial Intelligence (AI) - the practice of developing, evaluating, and maintaining accurate AI systems that also exhibit essential properties such as robustness and explainability - represents a multifaceted challenge that…

Machine Learning · Computer Science 2022-01-19 Ryan Soklaski , Justin Goodwin , Olivia Brown , Michael Yee , Jason Matterer

In collaborative systems with complex tasks relying on distributed resources, trust evaluation of potential collaborators has emerged as an effective mechanism for task completion. However, due to the network dynamics and varying…

Artificial Intelligence · Computer Science 2025-08-04 Botao Zhu , Xianbin Wang , Lei Zhang , Xuemin , Shen

Artificial Intelligence is increasingly pervasive across domains, with ever more complex models delivering impressive predictive performance. This fast technological advancement however comes at a concerning environmental cost, with…

Computers and Society · Computer Science 2025-09-25 Emilio Cruciani , Roberto Verdecchia

With the ever-growing adoption of AI-based systems, the carbon footprint of AI is no longer negligible. AI researchers and practitioners are therefore urged to hold themselves accountable for the carbon emissions of the AI models they…

Artificial Intelligence · Computer Science 2023-05-08 Roberto Verdecchia , June Sallou , Luís Cruz

Fuzzing has become a key search-based technique for software testing, but continuous fuzzing campaigns consume substantial computational resources and generate significant carbon footprints. Existing grey-box fuzzing approaches like AFL++…

Software Engineering · Computer Science 2025-10-30 Ayse Irmak Ercevik , Aidan Dakhama , Melane Navaratnarajah , Yazhuo Cao , Leo Fernandes

This paper investigates the optimal allocation of large language model (LLM) inference workloads across heterogeneous edge data centers over time. Each data center features on-site renewable generation and faces dynamic electricity prices…

Networking and Internet Architecture · Computer Science 2026-04-10 Jiaming Cheng , Duong Tung Nguyen

Artificial Intelligence (AI) is used to create more sustainable production methods and model climate change, making it a valuable tool in the fight against environmental degradation. This paper describes the paradox of an energy-consuming…

Artificial Intelligence · Computer Science 2026-03-17 Arnault Pachot , Céline Patissier

Generative artificial intelligence systems increasingly participate in research, law, education, media, and governance. Their fluent and adaptive outputs create an experience of collaboration. However, these systems do not bear…

Human-Computer Interaction · Computer Science 2026-02-24 Tatia Codreanu

Artificial intelligence pipelines -- spanning data collection, model training, deployment, and post-deployment monitoring -- concentrate ethical risks that intensify with multimodal and agentic systems. Existing governance instruments,…

Computers and Society · Computer Science 2026-03-10 Jasper Kyle Catapang

As geopolitical, organizational, and technological fragmentation deepens, resilient digital collaboration becomes imperative. This paper develops a spectrum framework of polycentric digital ecosystems-nested socio-technical systems spanning…

Computers and Society · Computer Science 2026-02-13 Marc Schmitt

Sustainability or ESG rating agencies use company disclosures and external data to produce scores or ratings that assess the environmental, social, and governance performance of a company. However, sustainability ratings across agencies for…

Artificial Intelligence · Computer Science 2026-02-20 Xiaoran Cai , Wang Yang , Xiyu Ren , Chekun Law , Rohit Sharma , Peng Qi

As AI/ML models, including Large Language Models, continue to scale with massive datasets, so does their consumption of undeniably limited natural resources, and impact on society. In this collaboration between AI, Sustainability, HCI and…

Human-Computer Interaction · Computer Science 2023-12-20 Eva Thelisson , Grzegorz Mika , Quentin Schneiter , Kirtan Padh , Himanshu Verma

The environmental impact of Artificial Intelligence (AI)-enabled systems is increasing rapidly, and software engineering plays a critical role in developing sustainable solutions. The "Greening AI with Software Engineering" CECAM-Lorentz…

Although AI has significant potential to transform society, there are serious concerns about its ability to behave and make decisions responsibly. Many ethical regulations, principles, and guidelines for responsible AI have been issued…

Artificial Intelligence · Computer Science 2022-09-21 Qinghua Lu , Liming Zhu , Xiwei Xu , Jon Whittle