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Manual creation of IT monitoring dashboard widgets is slow, error-prone, and a barrier for both novice and expert users. We present NOVAID, an interactive chatbot that leverages Large Language Models (LLMs) to generate IT monitoring widgets…

Human-Computer Interaction · Computer Science 2026-01-21 Pratik Mishra , Caner Gözübüyük , Seema Nagar , Prateeti Mohapatra , Raya Wittich , Arthur de Magalhaes

The rapid adoption of generative AI has driven an explosion in the size of datasets consumed and produced by AI models. Traditional methods for unstructured data visualization, such as t-SNE and UMAP, have not kept up with the pace of…

Machine Learning · Computer Science 2025-05-22 Brandon Duderstadt , Zach Nussbaum , Laurens van der Maaten

Data-intensive science communities are progressively adopting FAIR practices that enhance the visibility of scientific breakthroughs and enable reuse. At the core of this movement, research objects contain and describe scientific…

The NIAID Data Ecosystem Discovery Portal (https://data.niaid.nih.gov) provides a unified search interface for over 4 million datasets relevant to infectious and immune-mediated disease (IID) research. Integrating metadata from…

A foundational set of findable, accessible, interoperable, and reusable (FAIR) principles were proposed in 2016 as prerequisites for proper data management and stewardship, with the goal of enabling the reusability of scholarly data. The…

Artificial intelligence is transforming computational materials science, improving the prediction of material properties, and accelerating the discovery of novel materials. Recently, publicly available material data repositories have grown…

The rapid growth of scientific literature imposes significant challenges for researchers endeavoring to stay updated with the latest advancements in their fields and delve into new areas. We introduce OpenResearcher, an innovative platform…

As the use of Generative Artificial Intelligence tools have grown in higher education and research, there have been increasing calls for transparency and granularity around the use and attribution of the use of these tools. Thus far, this…

Digital Libraries · Computer Science 2025-04-11 Kari D. Weaver

The transition from optical identification of 2D quantum materials to practical device fabrication requires dynamic reasoning beyond the detection accuracy. While recent domain-specific Multimodal Large Language Models (MLLMs) successfully…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Sankalp Pandey , Xuan-Bac Nguyen , Hoang-Quan Nguyen , Tim Faltermeier , Nicholas Borys , Hugh Churchill , Khoa Luu

Open Science, Reproducible Research, Findable, Accessible, Interoperable and Reusable (FAIR) data principles are long term goals for scientific dissemination. However, the implementation of these principles calls for a reinspection of our…

Digital Libraries · Computer Science 2021-03-11 Cristel Chandre , Jonathan Dubois

As the atomistic simulations of materials science move from traditional potentials to machine learning interatomic potential (MLIP), the field is entering the second phase focused on discovering and explaining new material phenomena. While…

Materials Science · Physics 2025-01-27 Musanna Galib , Mewael Isiet , Mauricio Ponga

Accelerated material discovery increasingly relies on artificial intelligence and machine learning, collectively termed "AI/ML". A key challenge in using AI is ensuring that human scientists trust the models are valid and reliable.…

Materials Science · Physics 2025-12-02 Benhour Amirian , Ashley S. Dale , Sergei Kalinin , Jason Hattrick-Simpers

AI tools can greatly enhance the analysis of organoid microscopy images, from detection and segmentation to feature extraction and classification. However, their limited accessibility to biologists without programming experience remains a…

Computer Vision and Pattern Recognition · Computer Science 2025-11-04 Mikhail Konov , Lion J. Gleiter , Khoa Co , Monica Yabal , Tingying Peng

Fairness-aware classification requires balancing performance and fairness, often intensified by intersectional biases. Conflicting fairness definitions further complicate the task, making it difficult to identify universally fair solutions.…

Machine Learning · Computer Science 2025-09-11 Swati Swati , Arjun Roy , Emmanouil Panagiotou , Eirini Ntoutsi

Inland water monitoring is vital for safeguarding public health and ecosystems, enabling timely interventions to mitigate risks. Existing methods often address isolated sub-problems such as cyanobacteria, chlorophyll, or other quality…

Artificial Intelligence · Computer Science 2026-01-12 Eirini Baltzi , Tilemachos Moumouris , Athena Psalta , Vasileios Tsironis , Konstantinos Karantzalos

Modern science clearly demands for a higher level of reproducibility and collaboration. To make research fully reproducible one has to take care of several aspects: research protocol description, data access, environment preservation,…

Computers and Society · Computer Science 2017-12-06 Andrey Ustyuzhanin , Timothy Daniel Head , Igor Babuschkin , Alexander Tiunov

Many environmental remediation and energy applications (conversion and storage) for sustainability need design and development of green novel materials. Discovery processes of such novel materials are time taking and cumbersome due to large…

Materials Science · Physics 2023-11-21 Sudarson Roy Pratihar , Deepesh Pai , Manaswita Nag

A truly universal AI-Generated Image (AIGI) detector must simultaneously generalize across diverse generative models and varied semantic content. Current methods learn a single, entangled forgery representation, conflating content-dependent…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Yuncheng Guo , Junyan Ye , Chenjue Zhang , Hengrui Kang , Haohuan Fu , Conghui He , Weijia Li

The pursuit of advanced polymers for energy technologies, spanning photovoltaics, solid-state batteries, and hydrogen storage, is hindered by fragmented data ecosystems that fail to capture the hierarchical complexity of these materials.…

Soft Condensed Matter · Physics 2025-05-21 Ying Zhao , Guanhua Chen , Jie Liu

Scientific progress in Earth science depends on integrating data across the planet's interconnected spheres. However, the accelerating volume and fragmentation of multi-sphere knowledge and data have surpassed human analytical capacity.…