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Related papers: MedViz: An Agent-based, Visual-guided Research Ass…

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The rapid acceleration of scientific publishing has created substantial challenges for researchers attempting to discover, contextualize, and interpret relevant literature. Traditional keyword-based search systems provide limited semantic…

Information Retrieval · Computer Science 2025-12-16 Sina Jani , Arman Heidari , Amirmohammad Anvari , Zahra Rahimi

Analyzing how the publication records of scientists and research groups have evolved over the years is crucial for assessing their expertise since it can support the management of academic environments by assisting with career planning and…

Human-Computer Interaction · Computer Science 2025-05-14 Vladimír Lazárik , Marco Agus , Barbora Kozlíková , Pere-Pau Vázquez

Purpose: This paper introduces the concept of "Agentic Publication," a novel LLM-driven framework designed to complement traditional scientific publishing by transforming papers into interactive knowledge systems that address challenges…

Artificial Intelligence · Computer Science 2026-05-06 Roberto Pugliese , George Kourousias , Francesco Venier , Grazia Garlatti Costa

In the digital age, people often turn to the Internet in search of medical advice and recommendations. With the increasing volume of online content, it has become difficult to distinguish reliable sources from misleading information.…

Computation and Language · Computer Science 2025-09-03 Juraj Vladika , Florian Matthes

Clinical decision-making is inherently complex, often influenced by cognitive biases, incomplete information, and case ambiguity. Large Language Models (LLMs) have shown promise as tools for supporting clinical decision-making, yet their…

Machine Learning · Computer Science 2025-07-10 Burcu Sayin , Ipek Baris Schlicht , Ngoc Vo Hong , Sara Allievi , Jacopo Staiano , Pasquale Minervini , Andrea Passerini

The ability to inspect, interpret, and communicate complex data is crucial for virtually any scientific endeavor, but often requires significant expertise outside the core domain ranging from data management and analysis to visualization…

Artificial Intelligence · Computer Science 2026-05-22 Haichao Miao , Zhimin Li , Kuangshi Ai , Kaiyuan Tang , Chaoli Wang , Peer-Timo Bremer , Shusen Liu

Agentic AI is rapidly advancing in healthcare and biomedical research. However, in medical image analysis, their performance and adoption remain limited due to the lack of a robust ecosystem, insufficient toolsets, and the absence of…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Songhao Li , Jonathan Xu , Tiancheng Bao , Yuxuan Liu , Yuchen Liu , Yihang Liu , Lilin Wang , Wenhui Lei , Sheng Wang , Yinuo Xu , Yan Cui , Jialu Yao , Shunsuke Koga , Zhi Huang

The integration of deep learning-based glaucoma detection with large language models (LLMs) presents an automated strategy to mitigate ophthalmologist shortages and improve clinical reporting efficiency. However, applying general LLMs to…

Multiagent Systems · Computer Science 2025-12-18 Philip R. Liu , Sparsh Bansal , Jimmy Dinh , Aditya Pawar , Ramani Satishkumar , Shail Desai , Neeraj Gupta , Xin Wang , Shu Hu

We are living in an era of "big literature", where the volume of digital scientific publications is growing exponentially. While offering new opportunities, this also poses challenges for understanding literature landscapes, as traditional…

Computation and Language · Computer Science 2025-06-02 Mingyu Huang , Shasha Zhou , Yuxuan Chen , Ke Li

LLM-agents are increasingly used to accelerate the progress of scientific research. Yet a persistent bottleneck is data access: agents not only lack readily available tools for retrieval, but also have to work with unstrcutured,…

In healthcare intelligence, the ability to fuse heterogeneous, multi-intent information from diverse clinical sources is fundamental to building reliable decision-making systems. Large Language Model (LLM)-driven information interaction…

Computation and Language · Computer Science 2025-07-04 Dingkang Yang , Jinjie Wei , Mingcheng Li , Jiyao Liu , Lihao Liu , Ming Hu , Junjun He , Yakun Ju , Wei Zhou , Yang Liu , Lihua Zhang

To provide AI researchers with modern tools for dealing with the explosive growth of the research literature in their field, we introduce a new platform, AI Research Navigator, that combines classical keyword search with neural retrieval to…

Computation and Language · Computer Science 2020-11-03 Marzieh Fadaee , Olga Gureenkova , Fernando Rejon Barrera , Carsten Schnober , Wouter Weerkamp , Jakub Zavrel

Web AI agents such as ChatGPT Agent and GenSpark are increasingly used for routine web-based tasks, yet they still rely on text-based input prompts, lack proactive detection of user intent, and offer no support for interactive data analysis…

Human-Computer Interaction · Computer Science 2026-01-22 Yanwei Huang , Arpit Narechania

The proliferation of text messaging for mobile health is generating a large amount of patient-doctor conversations that can be extremely valuable to health care professionals. We present ConVIScope, a visual text analytic system that…

Human-Computer Interaction · Computer Science 2021-09-01 Raymond Li , Enamul Hoque , Giuseppe Carenini , Richard Lester , Raymond Chau

Artificial intelligence systems for scientific discovery have demonstrated remarkable potential, yet existing approaches remain largely proprietary and operate in batch-processing modes requiring hours per research cycle, precluding…

Artificial Intelligence · Computer Science 2026-01-28 Lukas Weidener , Marko Brkić , Mihailo Jovanović , Ritvik Singh , Chiara Baccin , Emre Ulgac , Alex Dobrin , Aakaash Meduri

This paper highlights the rationale for the development of BioViz, a tool to help visualize the existence of collective user interactions in online life science communities. The first community studied has approximately 22,750 unique users…

Social and Information Networks · Computer Science 2012-04-17 Dhiraj Murthy , Alexander Gross , Stephanie Bond

The visual analytics community has long aimed to understand users better and assist them in their analytic endeavors. As a result, numerous conceptual models of visual analytics aim to formalize common workflows, techniques, and goals…

Human-Computer Interaction · Computer Science 2023-04-20 Shayan Monadjemi , Mengtian Guo , David Gotz , Roman Garnett , Alvitta Ottley

The integration of Agentic AI into scientific discovery marks a new frontier in research automation. These AI systems, capable of reasoning, planning, and autonomous decision-making, are transforming how scientists perform literature…

Computation and Language · Computer Science 2025-03-13 Mourad Gridach , Jay Nanavati , Khaldoun Zine El Abidine , Lenon Mendes , Christina Mack

Retrieval-augmented generation (RAG) combines knowledge from domain-specific sources into large language models to ground answer generation. Current RAG systems lack customizable visibility on the context documents and the model's…

Computation and Language · Computer Science 2024-11-05 Tevin Wang , Jingyuan He , Chenyan Xiong

Text-to-Visualization (Text-to-Vis) translates natural language queries into visualization query languages, enabling non-expert users to perform data analysis. However, most existing methods follow a one-shot paradigm that requires users to…