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We propose a framework for interactive and explainable machine learning that enables users to (1) understand machine learning models; (2) diagnose model limitations using different explainable AI methods; as well as (3) refine and optimize…

人机交互 · 计算机科学 2019-10-08 Thilo Spinner , Udo Schlegel , Hanna Schäfer , Mennatallah El-Assady

The artificial segmentation of an investment management process into a workflow with silos of offline human operators can restrict silos from collectively and adaptively pursuing a unified optimal investment goal. To meet the investor's…

投资组合管理 · 定量金融 2020-09-08 Andrew Paskaramoorthy , Terence van Zyl , Tim Gebbie

The diversification of information access systems, from RAG to autonomous agents, creates a critical need for comparative user studies. However, the technical overhead to deploy and manage these distinct systems is a major barrier. We…

人机交互 · 计算机科学 2026-01-16 Saber Zerhoudi , Michael Granitzer

Deep Reinforcement Learning (DRL) is a frequently employed technique to solve scheduling problems. Although DRL agents ace at delivering viable results in short computing times, their reasoning remains opaque. We conduct a case study where…

Narrative visualization is a powerful communicative tool that can take on various formats such as interactive articles, slideshows, and data videos. These formats each have their strengths and weaknesses, but existing authoring tools only…

人机交互 · 计算机科学 2022-05-23 Matthew Conlen , Jeffrey Heer

Automated live visual descriptions can aid blind people in understanding their surroundings with autonomy and independence. However, providing descriptions that are rich, contextual, and just-in-time has been a long-standing challenge in…

人机交互 · 计算机科学 2024-08-14 Ruei-Che Chang , Yuxuan Liu , Anhong Guo

Visual storytelling combines visuals and narratives to communicate important insights. While web-based visual storytelling is well-established, leveraging the next generation of digital technologies for visual storytelling, specifically…

人机交互 · 计算机科学 2025-12-02 Tao Lu , Qian Zhu , Tiffany Ma , Wong Kam-Kwai , Anlan Xie , Alex Endert , Yalong Yang

Multi-agent workflows have become an effective strategy for tackling complicated tasks by decomposing them into multiple sub-tasks and assigning them to specialized agents. However, designing optimal workflows remains challenging due to the…

人机交互 · 计算机科学 2025-07-22 Pan Hao , Dongyeop Kang , Nicholas Hinds , Qianwen Wang

Digital twins are becoming increasingly popular across many industries for real-time data streaming, processing, and visualization. They allow stakeholders to monitor, diagnose, and optimize assets. Emerging technologies used for immersive…

信号处理 · 电气工程与系统科学 2024-01-05 Florian Stadtmann , Hary Pirajan Mahalingam , Adil Rasheed

The new age of digital growth has marked all fields. This technological evolution has impacted data flows which have witnessed a rapid expansion over the last decade that makes the data traditional processing unable to catch up with the…

数据库 · 计算机科学 2024-04-22 Rania Mkhinini Gahar , Olfa Arfaoui , Minyar Sassi Hidri

We are on the cusp where Artificial Intelligence (AI) and Extended Reality (XR) are converging to unlock new paradigms of interactive computing. However, a significant gap exists between the ecosystems of these two fields: while AI research…

The rapid advancement of Extended Reality (XR, encompassing AR, MR, and VR) and spatial computing technologies forms a foundational layer for the emerging Metaverse, enabling innovative applications across healthcare, education,…

软件工程 · 计算机科学 2025-10-02 Shuqing Li , Chenran Zhang , Cuiyun Gao , Michael R. Lyu

Immersive technologies expand the potential for collaborative sense-making and visual analysis via head-worn displays (HWDs), offering customizable, high-resolution perspectives of a shared visualization space. In such an immersive…

人机交互 · 计算机科学 2025-11-25 Tamzid Hossain , Md. Fahimul Islam , Farida Chowdhury

Recent advancements in pre-trained large-scale language-image models have ushered in a new era of visual comprehension, offering a significant leap forward. These breakthroughs have proven particularly instrumental in addressing…

计算机视觉与模式识别 · 计算机科学 2023-11-03 Yiran Li , Junpeng Wang , Prince Aboagye , Michael Yeh , Yan Zheng , Liang Wang , Wei Zhang , Kwan-Liu Ma

Visual Analytics might be defined as data mining assisted by interactive visual interfaces. The field has been receiving prominent consideration by researchers, developers and the industry. The literature, however, is complex because it…

计算机与社会 · 计算机科学 2017-10-30 Renato Fabbri , Maria Cristina Ferreira de Oliveira

Robotic Process Automation (RPA) systems face challenges in handling complex processes and diverse screen layouts that require advanced human-like decision-making capabilities. These systems typically rely on pixel-level encoding through…

机器人学 · 计算机科学 2024-05-22 Arushi Jain , Shubham Paliwal , Monika Sharma , Lovekesh Vig , Gautam Shroff

Context: A growing amount of code is written to explore and analyze data, often by data analysts who do not have a traditional background in programming, for example by journalists. Inquiry: The way such data anlysts write code is different…

编程语言 · 计算机科学 2020-02-17 Tomas Petricek

Virtual Reality (VR) technologies offer immersive user experiences across various domains, but present unique testing challenges compared to traditional software. Existing VR testing approaches enable scene navigation and interaction…

软件工程 · 计算机科学 2026-02-02 Ruizhen Gu , José Miguel Rojas , Donghwan Shin

The rapid advancement of Large Language Models (LLMs) and their integration into autonomous agent systems has created unprecedented opportunities for document analysis, decision support, and knowledge retrieval. However, the complexity of…

机器学习 · 计算机科学 2026-01-13 Tzu-Hsuan Lin , Chih-Hsuan Kao

Passive tracking methods, such as phone and wearable sensing, have become dominant in monitoring human behaviors in modern ubiquitous computing studies. While there have been significant advances in machine-learning approaches to translate…

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