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The development of artificial intelligence (AI) techniques has brought revolutionary changes across various realms. In particular, the use of AI-assisted methods to accelerate chemical research has become a popular and rapidly growing…

Chemical Physics · Physics 2025-08-05 Hu Ding , Pengxiang Hua , Zhen Huang

This research category full paper investigates how community college instructors evaluate interactive, no-code AI literacy resources designed for non-STEM learners. As artificial intelligence becomes increasingly integrated into everyday…

Computers and Society · Computer Science 2025-11-10 Aparna Maya Warrier , Arav Agarwal , Jaromir Savelka , Christopher A Bogart , Heather Burte

The integration of artificial intelligence (AI) into science education is transforming the design and function of learning materials, offering new affordances for personalization, authenticity, and accessibility. This chapter examines how…

Computers and Society · Computer Science 2026-02-25 Xiaoming Zhai , Kent Crippen

ML4Chem is an open-source machine learning library for chemistry and materials science. It provides an extendable platform to develop and deploy machine learning models and pipelines and is targeted to the non-expert and expert users.…

Chemical Physics · Physics 2020-03-31 Muammar El Khatib , Wibe A de Jong

Artificial intelligence (AI) is reshaping education, scientific training, and materials discovery. In materials science, AI models increasingly support property prediction, experiment prioritization, and hypothesis generation; however, the…

Physics Education · Physics 2026-05-12 Dongming Mei , Katherine Moore , Ben Sayler

Artificial intelligence and machine learning are reshaping how we approach scientific discovery, not by replacing established methods but by extending what researchers can probe, predict, and design. In this roadmap we provide a…

Applications such as ChatGPT and WOMBO Dream make it easy to inspire students without programming knowledge to use artificial intelligence (AI). Therefore, given the increasing importance of AI in all disciplines, innovative strategies are…

Computers and Society · Computer Science 2024-03-12 Julius Schöning , Tim Wawer , Kai-Michael Griese

As Artificial Intelligence (AI) increasingly impacts professional practice, there is a growing need to AI-related competencies into higher education curricula. However, research on the implementation of AI education within study programs…

Computers and Society · Computer Science 2025-08-22 Johannes Schleiss , Anke Manukjan , Michelle Ines Bieber , Sebastian Lang , Sebastian Stober

Organic chemistry is undergoing a major paradigm shift, moving from a labor-intensive approach to a new era dominated by automation and artificial intelligence (AI). This transformative shift is being driven by technological advances, the…

Artificial Intelligence · Computer Science 2023-12-05 Chengchun Liu , Yuntian Chen , Fanyang Mo

Introductory artificial intelligence (AI) courses present significant learning challenges due to abstract concepts, mathematical complexity, and students' diverse technical backgrounds. While active and collaborative pedagogies are often…

Computers and Society · Computer Science 2026-03-31 Jennifer M. Reddig , Scott Moon , Kaitlyn Crutcher , Christopher J. MacLellan

The development of automated experimental facilities and the digitization of experimental data have introduced numerous opportunities to radically advance chemical laboratories. As many laboratory tasks involve predicting and understanding…

Recent advancements in large language models (LLMs) have demonstrated strong potential for enabling domain-specific intelligence. In this work, we present our vision for building an AI-powered chemical brain, which frames chemical…

Artificial Intelligence · Computer Science 2026-01-12 Weichen Dai , Yezeng Chen , Zijie Dai , Yubo Liu , Zhijie Huang , Yixuan Pan , Baiyang Song , Chengli Zhong , Xinhe Li , Zeyu Wang , Zhuoying Feng , Yi Zhou

Generative AI and agentic tools are reshaping agile software development, yet many engineering curricula still teach agile methods and AI competencies separately and largely lecture-based. This paper presents a project-based AI Engineering…

Software Engineering · Computer Science 2026-03-11 Andreas Rausch , Stefan Wittek , Tobias Geger , David Inkermann

We report a framework that enables the wide adoption of authentic research educational methodology at various schools by addressing common barriers. The guiding principles we present were applied to implement a program in which teams of…

Computers and Society · Computer Science 2024-07-09 Sergey V Samsonau , Aziza Kurbonova , Lu Jiang , Hazem Lashen , Jiamu Bai , Theresa Merchant , Ruoxi Wang , Laiba Mehnaz , Zecheng Wang , Ishita Patil

We introduce AI University (AI-U), a flexible framework for AI-driven course content delivery that adapts to instructors' teaching styles. At its core, AI-U fine-tunes a large language model (LLM) with retrieval-augmented generation (RAG)…

Rapid advances in artificial intelligence (AI) are reshaping how students imagine, explore, and prepare for STEM careers across K-16 education. As AI systems increasingly influence feedback, advising, and access to information about…

Computers and Society · Computer Science 2026-03-04 Sugana Chawla , Si Chen , Julia Qian , Gina Svarovsky , Alison Cheng , Rick Johnson , Nitesh V. Chawla , Ronald Metoyer

Chemical reaction engineering is key to industrial might and sustainable chemistry. This will be enabled using smart, efficient catalysts or catalysis ecosystems. This is possible with advanced artificial intelligence and machine learning…

Chemical Physics · Physics 2026-03-09 Rigoberto Advincula , Jihua Chen

Developing competency in artificial intelligence is becoming increasingly crucial for computer science (CS) students at all levels of the CS curriculum. However, most previous research focuses on advanced CS courses, as traditional…

Computers and Society · Computer Science 2025-03-26 Tahiya Chowdhury

Chemical synthesis, as a foundational methodology in the creation of transformative molecules, exerts substantial influence across diverse sectors from life sciences to materials and energy. Current chemical synthesis practices emphasize…

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