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Artificial Intelligence (AI)-driven code generation tools are increasingly used throughout the software development lifecycle to accelerate coding tasks. However, the security of AI-generated code using Large Language Models (LLMs) remains…

Cryptography and Security · Computer Science 2026-03-10 Mohammed Kharma , Soohyeon Choi , Mohammed AlKhanafseh , David Mohaisen

Motivated by loss of control risks from misaligned AI systems, we develop and apply methods for measuring language models' propensity for unsanctioned behaviour. We contribute three methodological improvements: analysing effects of changes…

Artificial Intelligence · Computer Science 2026-04-24 Olli Järviniemi , Oliver Makins , Jacob Merizian , Robert Kirk , Ben Millwood

Energy consumption of software applications has emerged as a critical concern for developers to contemplate in their daily development processes. Previous studies have surveyed a limited number of developers to understand their viewpoints…

Software Engineering · Computer Science 2025-11-18 Bihui Jin , Heng Li , Pengyu Nie , Ying Zou

United Nations set Sustainable Development Goals and this paper focuses on 7th (Affordable and Clean Energy), 9th (Industries, Innovation and Infrastructure), and 13th (Climate Action) goals. Climate change is a major concern in our…

Artificial Intelligence · Computer Science 2024-08-01 Alberto Pasqualetto , Lorenzo Serafini , Michele Sprocatti

Software stack upgrades are a routine part of software maintenance and evolution, typically motivated by improved performance, stability, or functionality. Yet their impact on energy consumption - a growing concern for organizations…

Software Engineering · Computer Science 2026-05-27 Mirko Stocker , Michael Wahler

Nowadays, software systems tend to include Artificial Intelligence (AI) components. Changes in the operational environment have been known to negatively impact the stability of AI-enabled software systems by causing unintended changes in…

Software Engineering · Computer Science 2025-04-18 Musfiqur Rahman , SayedHassan Khatoonabadi , Ahmad Abdellatif , Haya Samaana , Emad Shihab

The rapid adoption of Generative AI (GenAI) in the software development life cycle (SDLC) increases computational demand, which can raise the carbon footprint of development activities. At the same time, organizations are increasingly…

Software Engineering · Computer Science 2026-02-24 Mateen A. Abbasi , Tommi J. Mikkonen , Petri J. Ihantola , Muhammad Waseem , Pekka Abrahamsson , Niko K. Mäkitalo

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

The transportation sector remains a major contributor to greenhouse gas emissions. The understanding of energy-efficient driving behaviors and utilization of energy-efficient driving strategies are essential to reduce vehicles' fuel…

Artificial Intelligence · Computer Science 2024-03-05 Zhipeng Ma , Bo Nørregaard Jørgensen , Zheng Ma

Energy consumption is a growing concern in several fields, from mobile devices to large data centers. Developers need detailed data on the energy consumption of their software to mitigate consumption issues. Previous approaches have a…

Programming Languages · Computer Science 2025-12-03 Joel Nyholm , Wojciech Mostowski , Christoph Reichenbach

Artificial intelligence (AI) has become a crucial instrument for streamlining processes in various industries, including electrical power systems, as a result of recent digitalization. Algorithms for artificial intelligence are data-driven…

Machine Learning · Computer Science 2024-10-22 Abdur Rashid , Parag Biswas , Angona Biswas , MD Abdullah Al Nasim , Kishor Datta Gupta , Roy George

Parallel to the rising debates over sustainable energy and artificial intelligence solutions, the world is currently discussing the ethics of artificial intelligence and its possible negative effects on society and the environment. In these…

Artificial Intelligence · Computer Science 2021-10-05 Tahereh Saheb , Mohammad Dehghani

Artificial Intelligence (AI) technologies have been developed rapidly, and AI-based systems have been widely used in various application domains with opportunities and challenges. However, little is known about the architecture decisions…

Software Engineering · Computer Science 2022-12-29 Beiqi Zhang , Tianyang Liu , Peng Liang , Chong Wang , Mojtaba Shahin , Jiaxin Yu

The evaluation of Deep Learning models has traditionally focused on criteria such as accuracy, F1 score, and related measures. The increasing availability of high computational power environments allows the creation of deeper and more…

Machine Learning · Computer Science 2023-02-03 Yinlena Xu , Silverio Martínez-Fernández , Matias Martinez , Xavier Franch

As sustainability takes center stage across businesses, green and energy-efficient choices are more crucial than ever. While it is becoming increasingly evident that software and the software industry are substantial and rapidly evolving…

Software Engineering · Computer Science 2022-04-28 Rohit Mehra , Vibhu Saujanya Sharma , Vikrant Kaulgud , Sanjay Podder , Adam P. Burden

Vast improvements in natural language understanding and speech recognition have paved the way for conversational interaction with computers. While conversational agents have often been used for short goal-oriented dialog, we know little…

Human-Computer Interaction · Computer Science 2020-08-20 Jessica Van Brummelen , Kevin Weng , Phoebe Lin , Catherine Yeo

Context: Large Language Models (LLMs) are increasingly used in modern software development, aiding in code generation, code completion, and refactoring through AI-powered assistants. While they accelerate development workflows, they often…

Software Engineering · Computer Science 2026-04-09 Lola Solovyeva , Fernando Castor

The rapid adoption of Large Language Models (LLMs) has raised significant environmental concerns. Unlike the one-time cost of training, LLM inference occurs continuously and dominates the AI energy footprint. Yet most sustainability studies…

Machine Learning · Computer Science 2026-04-08 Hemang Jain , Shailender Goyal , Divyansh Pandey , Karthik Vaidhyanathan

There are obvious benefits to integrating generative AI (artificial intelligence) into language learning and teaching. Those include using AI as a language tutor, creating learning materials, or assessing learner output. However, due to how…

Computation and Language · Computer Science 2024-10-21 Robert Godwin-Jones`

Barroso's seminal contributions in energy-proportional warehouse-scale computing launched an era where modern datacenters have become more energy efficient and cost effective than ever before. At the same time, modern AI applications have…

Machine Learning · Computer Science 2024-06-25 Carole-Jean Wu , Bilge Acun , Ramya Raghavendra , Kim Hazelwood
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