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This paper introduces a multi-agent framework guided by Large Language Models (LLMs) to assist in the early stages of engineering design, a phase often characterized by vast parameter spaces and inherent uncertainty. Operating under a…

Artificial Intelligence · Computer Science 2026-04-21 Varun Kumar , George Em Karniadakis

We discuss the challenges and propose a framework for evaluating engineering artificial general intelligence (eAGI) agents. We consider eAGI as a specialization of artificial general intelligence (AGI), deemed capable of addressing a broad…

Artificial Intelligence · Computer Science 2025-05-19 Sandeep Neema , Susmit Jha , Adam Nagel , Ethan Lew , Chandrasekar Sureshkumar , Aleksa Gordic , Chase Shimmin , Hieu Nguygen , Paul Eremenko

Generative AI (GenAI) is reshaping software engineering by shifting development from manual coding toward agent-driven implementation. While vibe coding promises rapid prototyping, it often suffers from architectural drift, limited…

Software Engineering · Computer Science 2026-04-23 Petrus Lipsanen , Liisa Rannikko , François Christophe , Konsta Kalliokoski , Vlad Stirbu , Tommi Mikkonen

IDE-Bench is a comprehensive framework for evaluating AI IDE agents on real-world software engineering tasks through an IDE-native tool interface. We present a Dockerized test harness that goes beyond raw terminal execution, granting models…

Software Engineering · Computer Science 2026-02-02 Spencer Mateega , Jeff Yang , Tiana Costello , Shaurya Jadhav , Nicole Tian , Agustin Garcinuño

With the rapid adoption of Generative AI (GenAI) tools, software engineering educators have grappled with how best to incorporate them into the classroom. While some research discusses the use of GenAI in the context of learning to code,…

Software Engineering · Computer Science 2025-06-30 Victoria Jackson , Susannah Liu , Andre van der Hoek

Generative AI (GenAI) systems offer unprecedented opportunities for transforming professional and personal work, yet present challenges around prompting, evaluating and relying on outputs, and optimizing workflows. We argue that…

Human-Computer Interaction · Computer Science 2024-07-08 Lev Tankelevitch , Viktor Kewenig , Auste Simkute , Ava Elizabeth Scott , Advait Sarkar , Abigail Sellen , Sean Rintel

Generative modeling has become a central paradigm in protein research, extending machine learning beyond structure prediction toward sequence design, backbone generation, inverse folding, and biomolecular interaction modeling. However, the…

Machine Learning · Computer Science 2026-03-30 Senura Hansaja Wanasekara , Minh-Duong Nguyen , Xiaochen Liu , Nguyen H. Tran , Ken-Tye Yong

Generative AI (GenAI) is rapidly reshaping software development workflows. While prior studies emphasize productivity gains, the adoption of GenAI also introduces new pressures that may harm developers' well-being. In this paper, we…

Software Engineering · Computer Science 2026-01-06 Zixuan Feng , Sadia Afroz , Anita Sarma

Research on the implementation of Generative Artificial Intelligence (GenAI) in higher education often focuses on strategic goals, overlooking the hidden, and often politically charged, labour required to make it functional. This paper…

Computers and Society · Computer Science 2026-01-07 Shang Chieh Lee , Bhuva Narayan , Simon Buckingham Shum , Stella Ng , A. Baki Kocaballi

Generative artificial intelligence (GenAI) tools have seen rapid adoption among software developers. While adoption rates in the industry are rising, the underlying factors influencing the effective use of these tools, including the depth…

Software Engineering · Computer Science 2026-01-26 Ludwig Felder , Tobias Eisenreich , Mahsa Fischer , Stefan Wagner , Chunyang Chen

Software development is a complex, multi-phase process traditionally requiring collaboration among individuals with diverse expertise. We propose AgentMesh, a Python-based framework that uses multiple cooperating LLM-powered agents to…

Software Engineering · Computer Science 2025-07-29 Sourena Khanzadeh

With recent increasing computational and data requirements of scientific applications, the use of large clustered systems as well as distributed resources is inevitable. Although executing large applications in these environments brings…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-30 Alexandru Costan , Florin Pop , Corina Stratan , Ciprian Dobre , Catalin Leordeanu , Valentin Cristea

Propelled by their remarkable capabilities to generate novel and engaging content, Generative Artificial Intelligence (GenAI) technologies are disrupting traditional workflows in many industries. While prior research has examined GenAI from…

Human-Computer Interaction · Computer Science 2024-04-08 Yuan Sun , Eunchae Jang , Fenglong Ma , Ting Wang

While the increased integration of AI technologies into interactive systems enables them to solve an increasing number of tasks, the black-box problem of AI models continues to spread throughout the interactive system as a whole.…

Human-Computer Interaction · Computer Science 2025-12-01 Sebe Vanbrabant , Gustavo Rovelo Ruiz , Davy Vanacken

In today's digital world, Generative Artificial Intelligence (GenAI) such as Large Language Models (LLMs) is becoming increasingly prevalent, extending its reach across diverse applications. This surge in adoption has sparked a significant…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-22 Alaa Saleh , Roberto Morabito , Sasu Tarkoma , Susanna Pirttikangas , Lauri Lovén

AI-based systems leverage recent advances in the field of AI/ML by combining traditional software systems with AI components. Applications are increasingly being developed in this way. Software engineers can usually rely on a plethora of…

Software Engineering · Computer Science 2024-07-29 Simon Schneider , Ananya Saha , Emanuele Mezzi , Katja Tuma , Riccardo Scandariato

Generative AI (GenAI) has emerged as a transformative technology, demonstrating remarkable capabilities across diverse application domains. However, GenAI faces several major challenges in developing reliable and efficient GenAI-empowered…

Software Engineering · Computer Science 2026-04-23 Frederik Vandeputte

Recent advances in generative artificial intelligence (AI) technologies have been significantly driven by models such as generative adversarial networks (GANs), variational autoencoders (VAEs), and denoising diffusion probabilistic models…

Machine Learning · Computer Science 2024-10-24 Chengyuan Li , Tianyu Zhang , Xusheng Du , Ye Zhang , Haoran Xie

Today's video-conferencing tools support a rich range of professional and social activities, but their generic meeting environments cannot be dynamically adapted to align with distributed collaborators' needs. To enable end-user…

Human-Computer Interaction · Computer Science 2024-10-02 Shwetha Rajaram , Nels Numan , Balasaravanan Thoravi Kumaravel , Nicolai Marquardt , Andrew D. Wilson

This whitepaper highlights the dual importance of securing generative AI (genAI) platforms and leveraging genAI for cybersecurity. As genAI technologies proliferate, their misuse poses significant risks, including data breaches, model…

Cryptography and Security · Computer Science 2024-10-21 Hari Hayagreevan , Souvik Khamaru
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