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Data science is an integrated workflow of technical, analytical, communication, and ethical skills, but current AI benchmarks focus mostly on constituent parts. We test whether AI models can generate end-to-end data science projects. To do…

Other Statistics · Statistics 2026-02-17 Evelyn Hughes , Rohan Alexander

Nowadays, there is increasing interest in the development of teamwork skills in the educational context. This growing interest is motivated by its pedagogical effectiveness and the fact that, in labour contexts, enterprises organize their…

Artificial Intelligence · Computer Science 2016-04-19 Juan M. Alberola , Elena Del Val , Victor Sanchez-Anguix , Alberto Palomares , Maria Dolores Teruel

The code of nature, embedded in DNA and RNA genomes since the origin of life, holds immense potential to impact both humans and ecosystems through genome modeling. Genomic Foundation Models (GFMs) have emerged as a transformative approach…

Genomics · Quantitative Biology 2025-05-21 Heng Yang , Jack Cole , Yuan Li , Renzhi Chen , Geyong Min , Ke Li

In the global competition, companies are propelled by an immense pressure to innovate. The trend to produce more new knowledge-intensive products or services and the rapid progress of information technologies arouse huge interest on…

Other Computer Science · Computer Science 2012-01-11 J. Xu , Rémy Houssin , Emmanuel Caillaud , Mickaël Gardoni

A total of 34% of AI research and development projects fails or are abandoned, according to a recent survey by Rackspace Technology of 1,870 companies. We propose a new strategic framework, aiSTROM, that empowers managers to create a…

Artificial Intelligence · Computer Science 2021-11-16 Dorien Herremans

Scrum teams are at the heart of the Scrum framework. Nevertheless, an integrated and systemic theory that can explain what makes some Scrum teams more effective than others is still missing. To address this gap, we performed a…

Software Engineering · Computer Science 2022-04-28 Christiaan Verwijs , Daniel Russo

Entity information network is used to describe structural relationships between entities. Taking advantage of its extension and heterogeneity, entity information network is more and more widely applied to relationship modeling. Recent…

Information Retrieval · Computer Science 2017-10-11 Liang Yin , Li-Chen Shi , Jun-Yan Zhao , Song-Yang Du , Wen-Bo Xie , Duan-Bing Chen

This paper presents a novel collaborative generative modeling (CGM) framework that incentivizes collaboration among self-interested parties to contribute data to a pool for training a generative model (e.g., GAN), from which synthetic data…

Machine Learning · Computer Science 2021-12-20 Sebastian Shenghong Tay , Xinyi Xu , Chuan Sheng Foo , Bryan Kian Hsiang Low

Ineffective meetings due to unclear goals are major obstacles to productivity, yet support for intentionality is surprisingly scant in our meeting and allied workflow technologies. To design for intentionality, we need to understand…

Human-Computer Interaction · Computer Science 2024-02-29 Ava Elizabeth Scott , Lev Tankelevitch , Sean Rintel

Trained AI systems and expert decision makers can make errors that are often difficult to identify and understand. Determining the root cause for these errors can improve future decisions. This work presents Generative Error Model (GEM), a…

Artificial Intelligence · Computer Science 2021-03-30 Ramya Ramakrishnan , Vaibhav Unhelkar , Ece Kamar , Julie Shah

Generative Artificial Intelligence (GenAI) enables digital representatives to make decisions on behalf of team members in collaborative tasks, but faces challenges in accurately representing preferences. While supplying GenAI with detailed…

Computer Science and Game Theory · Computer Science 2025-12-16 Kexin Chen , Jianwei Huang , Yuan Luo

This research work is a pair review into the conceptual frame work and innovation into Pen-style Personal Network Gadget Package (P-ISM) as inevitable tool to easy, fast and convenient access to the internet. Computing activities have…

Human-Computer Interaction · Computer Science 2018-05-01 Osagie Scale Uwadia Maxwell , K. O. Obahiagbon , Osagie Joy Amenze , John-Otumu M. A

Multi-agent systems built on language models have shown strong performance on collaborative reasoning tasks. However, existing evaluations focus only on the correctness of the final output, overlooking how inefficient communication and poor…

Computation and Language · Computer Science 2025-07-18 Jisoo Lee , Raeyoung Chang , Dongwook Kwon , Harmanpreet Singh , Nikhil Verma

Designing experiments and result interpretations are core scientific competencies, particularly in biology, where researchers perturb complex systems to uncover the underlying systems. Recent efforts to evaluate the scientific capabilities…

Multi-agent systems built from teams of large language models (LLMs) are increasingly deployed for collaborative scientific reasoning and problem-solving. These systems require agents to coordinate under shared constraints, such as GPUs or…

Computation and Language · Computer Science 2026-05-08 Shivani Kumar , Adarsh Bharathwaj , David Jurgens

Exams are a fundamental test of expert-level intelligence and require integrated understanding, reasoning, and generation. Existing exam-style benchmarks mainly focus on understanding and reasoning tasks, and current generation benchmarks…

Computer Vision and Pattern Recognition · Computer Science 2026-05-15 Zhaokai Wang , Penghao Yin , Xiangyu Zhao , Changyao Tian , Yu Qiao , Wenhai Wang , Jifeng Dai , Gen Luo

This work takes a pedagogical lens to explore the implications of generative AI (GenAI) models and tools, such as ChatGPT and GitHub Copilot, in a semester-long 2nd-year undergraduate Software Engineering Team Project. Qualitative findings…

Software Engineering · Computer Science 2024-10-31 Ahmed Kharrufa , Sami Alghamdi , Abeer Aziz , Christopher Bull

Computational notebooks have become the preferred tool of choice for data scientists and practitioners to perform analyses and share results. Notebooks uniquely combine scripts with documentation. With the emergence of generative AI (GenAI)…

Software Engineering · Computer Science 2025-11-03 Tasha Settewong , Youmei Fan , Raula Gaikovina Kula , Kenichi Matsumoto

This paper presents multi- and interdisciplinary approaches for finding the appropriate AI technologies for research information. Professional research information management (RIM) is becoming increasingly important as an expressly…

Digital Libraries · Computer Science 2024-05-24 Otmane Azeroual , Tibor Koltay

AI agents could accelerate scientific discovery by automating hypothesis formation, experiment design, coding, execution, and analysis, yet existing benchmarks probe narrow skills in simplified settings. To address this gap, we introduce…

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