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The advancement of biomedical research heavily relies on access to large amounts of medical data. In the case of histopathology, Whole Slide Images (WSI) and clinicopathological information are valuable for developing Artificial…

Artificial Intelligence · Computer Science 2023-08-09 Neel Kanwal , Emiel A. M. Janssen , Kjersti Engan

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…

In this study, we present a novel approach for predicting genomic information from medical imaging modalities using a transformer-based model. We aim to bridge the gap between imaging and genomics data by leveraging transformer networks,…

Computer Vision and Pattern Recognition · Computer Science 2024-08-02 Aiman Farooq , Deepak Mishra , Santanu Chaudhury

Microarray is one of the essential technologies used by the biologist to measure genome-wide expression levels of genes in a particular organism under some particular conditions or stimuli. As microarrays technologies have become more…

Artificial Intelligence · Computer Science 2020-05-05 Khalid Raza

Artificial Intelligence (AI) holds great promise for transforming healthcare, particularly in disease diagnosis, prognosis, and patient care. The increasing availability of digital medical data, such as images, omics, biosignals, and…

Artificial Intelligence · Computer Science 2025-10-17 Pedro A. Moreno-Sánchez , Javier Del Ser , Mark van Gils , Jussi Hernesniemi

As families face increasingly complex safety challenges in digital and physical environments, generative AI (GenAI) presents new opportunities to support household safety through multiple specialized AI agents. Through a two-phase…

Human-Computer Interaction · Computer Science 2025-08-29 Zikai Wen , Lanjing Liu , Yaxing Yao

There is an urgent need to identify both short and long-term risks from newly emerging types of Artificial Intelligence (AI), as well as available risk management measures. In response, and to support global efforts in regulating AI and…

Computers and Society · Computer Science 2024-11-18 Rokas Gipiškis , Ayrton San Joaquin , Ze Shen Chin , Adrian Regenfuß , Ariel Gil , Koen Holtman

Individual health data is crucial for scientific advancements, particularly in developing Artificial Intelligence (AI); however, sharing real patient information is often restricted due to privacy concerns. A promising solution to this…

The widespread use of ChatGPT and other emerging technology powered by generative artificial intelligence (GenAI) has drawn much attention to potential ethical issues, especially in high-stakes applications such as healthcare, but ethical…

As massive medical data become available with an increasing number of scans, expanding classes, and varying sources, prevalent training paradigms -- where AI is trained with multiple passes over fixed, finite datasets -- face significant…

Image and Video Processing · Electrical Eng. & Systems 2024-07-08 Yu-Cheng Chou , Zongwei Zhou , Alan Yuille

Generative artificial intelligence (AI) tools can now help people perform complex data science tasks regardless of their expertise. While these tools have great potential to help more people work with data, their end-to-end approach does…

Human-Computer Interaction · Computer Science 2026-03-27 Venkatesh Sivaraman , Patrick Vossler , Adam Perer , Julian Hong , Jean Feng

Applications of artificial intelligence (AI) in drug development continue to increase at a rapid pace. Regulatory authorities have provided increasingly clear perspectives on the use of AI in regulated applications, including recent draft…

Applications · Statistics 2026-05-25 Aaron M. Smith , Tala Fakhouri , Run Zhuang , Jonathan R. Walsh

Purpose of review: Artificial intelligence (AI) has become popular in medical applications, specifically as a clinical support tool for computer-aided diagnosis. These tools are typically employed on medical data (i.e., image, molecular…

Machine Learning · Computer Science 2022-06-08 Ahmad Chaddad , Yousef Katib , Lama Hassan

Educators and learners worldwide are embracing the rise of Generative Artificial Intelligence (GenAI) as it reshapes higher education. However, GenAI also raises significant privacy and security concerns, as models and privacy-sensitive…

Human-Computer Interaction · Computer Science 2025-06-26 Bei Yi Ng , Jiarui Li , Xinyuan Tong , Kevin Ye , Gauthami Yenne , Varun Chandrasekaran , Jingjie Li

The research community continues to seek increasingly more advanced synthetic data generators to reliably evaluate the strengths and limitations of machine learning methods. This work aims to increase the availability of datasets…

Machine Learning · Computer Science 2026-01-30 Joanna Komorniczak

The rapid advance of generative AI is reshaping the strategic vision for R&D across industries. The unique challenges of pharmaceutical R&D will see applications of generative AI deliver value along the entire value chain from early…

Quantitative Methods · Quantitative Biology 2023-12-21 Guy Doron , Sam Genway , Mark Roberts , Sai Jasti

Contract bridge, a cooperative game characterized by imperfect information and multi-agent dynamics, poses significant challenges and serves as a critical benchmark in artificial intelligence (AI) research. Success in this domain requires…

Artificial Intelligence · Computer Science 2024-06-18 Haruka Kita , Sotetsu Koyamada , Yotaro Yamaguchi , Shin Ishii

Life sciences research increasingly requires identifying, accessing, and effectively processing data from an ever-evolving array of information sources on the Linked Open Data (LOD) network. This dynamic landscape places a significant…

Information Retrieval · Computer Science 2025-06-24 Syed N. Sakib , Kallol Naha , Sajratul Y. Rubaiat , Hasan M. Jamil

The rapid advancement of Generative AI (GenAI) relies heavily on the digital commons, a vast collection of free and open online content that is created, shared, and maintained by communities. However, this relationship is becoming…

As AI systems become increasingly powerful, the need for safe AI has become more pressing. Humans are an attractive model for AI safety: as the only known agents capable of general intelligence, they perform robustly even under conditions…