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Online meta-learning is emerging as an enabling technique for achieving edge intelligence in the IoT ecosystem. Nevertheless, to learn a good meta-model for within-task fast adaptation, a single agent alone has to learn over many tasks, and…

Machine Learning · Computer Science 2020-12-22 Sen Lin , Mehmet Dedeoglu , Junshan Zhang

The current paradigm of test-time scaling relies on generating long reasoning traces ("thinking" more) before producing a response. In agent problems that require interaction, this can be done by generating thinking traces before acting in…

Students are increasingly relying on Generative AI (GAI) to support their writing-a key pedagogical practice in education. In GAI-assisted writing, students can delegate core cognitive tasks (e.g., generating ideas and turning them into…

Human-Computer Interaction · Computer Science 2024-12-11 Kaixun Yang , Mladen Raković , Zhiping Liang , Lixiang Yan , Zijie Zeng , Yizhou Fan , Dragan Gašević , Guanliang Chen

Intermediate token generation (ITG), where a model produces output before the solution, has been proposed as a method to improve the performance of language models on reasoning tasks. While these reasoning traces or Chain of Thoughts (CoTs)…

Artificial Intelligence · Computer Science 2025-09-10 Vardhan Palod , Karthik Valmeekam , Kaya Stechly , Subbarao Kambhampati

Despite universal GenAI adoption, students cannot distinguish task performance from actual learning and lack skills to leverage AI for learning, leading to worse exam performance when AI use remains unreflective. Yet few interventions…

Human-Computer Interaction · Computer Science 2026-02-19 Ruiwei Xiao , Runlong Ye , Xinying Hou , Jessica Wen , Harsh Kumar , Michael Liut , John Stamper

This study evaluates the impact of students' usage of generative artificial intelligence (GenAI) tools such as ChatGPT on their exam performance. We analyse student essays using GenAI detection systems to identify GenAI users among the…

General Economics · Economics 2024-11-19 Janik Ole Wecks , Johannes Voshaar , Benedikt Jost Plate , Jochen Zimmermann

Generative AI systems such as ChatGPT challenge traditional assumptions about academic assessment by enabling students to generate explanations, code, and solutions in real time. Rather than attempting to restrict AI use, this study…

Computers and Society · Computer Science 2026-05-13 Qusay H. Mahmoud

Objective. Neural self-regulation is necessary for achieving control over brain-computer interfaces (BCIs). This can be an arduous learning process especially for motor imagery BCI. Various training methods were proposed to assist users in…

Human-Computer Interaction · Computer Science 2021-12-24 Jelena Mladenović , Jeremy Frey , Smeety Pramij , Jeremie Mattout , Fabien Lotte

Deep reinforcement learning algorithms have recently been used to train multiple interacting agents in a centralised manner whilst keeping their execution decentralised. When the agents can only acquire partial observations and are faced…

Machine Learning · Computer Science 2020-01-27 Emanuele Pesce , Giovanni Montana

This work explores the integration of AI custom chatbots in educational settings, with a particular focus on their applicability in the context of mathematics and physics. In view of the increasing deployment of AI tools such as ChatGPT in…

Physics Education · Physics 2024-12-23 Julia Lademann , Jannik Henze , Sebastian Becker-Genschow

Although physics has become increasingly computational, with computing even being considered the third pillar of physics, it is still not well integrated into physics education. Research suggests that integrating Computational Thinking (CT)…

Physics Education · Physics 2025-11-06 Mateo Dutra , Álvaro Suárez , Arturo C. Marti

The path to higher network autonomy in 6G lies beyond the mere optimization of key performance indicators (KPIs), requiring systems that perceive and reason over the network environment as it is. This can be achieved through agentic AI,…

Networking and Internet Architecture · Computer Science 2026-05-15 Hatim Chergui , Farhad Rezazadeh , Merouane Debbah , Christos Verikoukis

The availability and increasing integration of generative AI tools have transformed computing education. While AI in education presents opportunities, it also raises new concerns about how these powerful know-it-all AI tools, which are…

Computers and Society · Computer Science 2026-04-14 Neha Rani , Erta Cenko , Laura Melissa Cruz Castro

Human cognitive performance is enhanced by the use of tools. For example, a human can produce a much greater, and more accurate, volume of mathematical calculation in a unit of time using a calculator or a spreadsheet application on a…

Human-Computer Interaction · Computer Science 2024-01-23 Ron Fulbright , Miranda Morrison

Instructors play a pivotal role in integrating AI into education, yet their adoption of AI-powered tools remains inconsistent. Despite this, limited research explores how to design AI tools that support broader instructor adoption. This…

Human-Computer Interaction · Computer Science 2025-03-10 Si Chen , Reid Metoyer , Khiem Le , Adam Acunin , Izzy Molnar , Alex Ambrose , James Lang , Nitesh Chawla , Ronald Metoyer

Perceptions of intelligence shape how learners evaluate and rely on artificial intelligence (AI) systems. Despite rapid advances in AI capabilities, the impact of sustained exposure to these tools on students' valuation of human…

Computers and Society · Computer Science 2026-05-19 Islem Rekik

Objectives: When students use generative AI in coursework, what are its persistent effects on their intellectual development? We investigate (RQ1-How) how students' trust in and routine use of genAI affect their cognitive engagement habits…

Human-Computer Interaction · Computer Science 2026-04-14 Rudrajit Choudhuri , Christopher Sanchez , Margaret Burnett , Anita Sarma

Active learning in computer experiments aims at allocating resources in an intelligent manner based on the already observed data to satisfy certain objectives such as emulating or optimizing a computationally expensive function. There are…

Methodology · Statistics 2025-01-24 Difan Song , V. Roshan Joseph

Providing personalized, detailed feedback at scale in large undergraduate STEM courses remains a persistent challenge. We present an empirically evaluated practice exam system that integrates AI generated feedback with targeted textbook…

Human-Computer Interaction · Computer Science 2025-05-20 Mak Ahmad , Prerna Ravi , David Karger , Marc Facciotti

This mixed-methods study examined secondary students' interactions with the generative AI chatbot ChatGPT-5 in a formal classroom setting, focusing on attitudes, anxiety, and responses to hallucinated outputs. Participants were 109…

Computers and Society · Computer Science 2025-12-05 Tryfon Sivenas