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Assistive agents for Blind and Visually Impaired (BVI) users require accessibility alignment as a first-class design objective. Despite rapid progress in agentic AI, most systems are designed and evaluated under assumptions of sighted…

人工智能 · 计算机科学 2026-05-14 Jie Hu , Changyuan Yan , Yu Zheng , Ziqian Wang , Jiaming Zhang

Artificial Intelligence (AI) models have demonstrated expert-level performance in melanoma detection, yet their clinical adoption is hindered by performance disparities across demographic subgroups such as gender, race, and age. Previous…

The proliferation of e-commerce has made web shopping platforms key gateways for customers navigating the vast digital marketplace. Yet this rapid expansion has led to a noisy and fragmented information environment, increasing cognitive…

信息检索 · 计算机科学 2026-02-16 Sunghwan Kim , Ryang Heo , Yongsik Seo , Jinyoung Yeo , Dongha Lee

Computer-using agents powered by Vision-Language Models (VLMs) have demonstrated human-like capabilities in operating digital environments like mobile platforms. While these agents hold great promise for advancing digital automation, their…

Agentic AI systems, built upon large language models (LLMs) and deployed in multi-agent configurations, are redefining intelligence, autonomy, collaboration, and decision-making across enterprise and societal domains. This review presents a…

人工智能 · 计算机科学 2025-12-19 Shaina Raza , Ranjan Sapkota , Manoj Karkee , Christos Emmanouilidis

This paper investigates how artificial intelligence (AI) can be effectively integrated into Strategic Technology Management (STM) practices to enhance the strategic alignment and effectiveness of technology investments. Through a…

人机交互 · 计算机科学 2025-12-11 Massimo Fascinari , Vincent English

Prominent large language models have exhibited human-level performance in many domains, even enabling the derived agents to simulate human and social interactions. While practical works have substantiated the practicability of grounding…

计算与语言 · 计算机科学 2024-04-09 Chenxu Wang , Bin Dai , Huaping Liu , Baoyuan Wang

Security Operations Centers (SOCs) increasingly encounter difficulties in correlating heterogeneous alerts, interpreting multi-stage attack progressions, and selecting safe and effective response actions. This study introduces AgentSOC, a…

密码学与安全 · 计算机科学 2026-04-23 Joyjit Roy , Samaresh Kumar Singh

Agentic systems have transformed how Large Language Models (LLMs) can be leveraged to create autonomous systems with goal-directed behaviors, consisting of multi-step planning and the ability to interact with different environments. These…

Agentic visual analytics (VA) represents an emerging class of systems in which large language model (LLM)-driven agents autonomously plan, execute, evaluate, and iterate across the full visual analytics pipeline. By shifting users from…

数据库 · 计算机科学 2026-04-20 Tianqi Luo , Leixian Shen , Yuyu Luo

As AI agents surpass human capabilities, scalable oversight -- the problem of effectively supplying human feedback to potentially superhuman AI models -- becomes increasingly critical to ensure alignment. While numerous scalable oversight…

人工智能 · 计算机科学 2025-04-08 Abhimanyu Pallavi Sudhir , Jackson Kaunismaa , Arjun Panickssery

Post-hoc saliency methods are widely used to interpret deep neural networks, but their faithfulness is difficult to evaluate reliably. Existing evaluations mask features according to saliency-induced feature ordering and measure performance…

机器学习 · 计算机科学 2026-05-19 Chia-Ying Hsieh , Hsin-Yuan Fang , Chun-Shu Wei

Advances in generative AI point towards a new era of personalized applications that perform diverse tasks on behalf of users. While general AI assistants have yet to fully emerge, their potential to share personal data raises significant…

Our research reveals a new privacy risk associated with the vision-language model (VLM) agentic framework: the ability to infer sensitive attributes (e.g., age and health information) and even abstract ones (e.g., personality and social…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Feiran Liu , Yuzhe Zhang , Xinyi Huang , Yinan Peng , Xinfeng Li , Lixu Wang , Yutong Shen , Ranjie Duan , Simeng Qin , Xiaojun Jia , Qingsong Wen , Wei Dong

The implementation of agentic AI systems has the potential of providing more helpful AI systems in a variety of applications. These systems work autonomously towards a defined goal with reduced external control. Despite their potential, one…

人工智能 · 计算机科学 2025-11-13 Niclas Flehmig , Mary Ann Lundteigen , Shen Yin

In recent years, agentic artificial intelligence (AI) systems are becoming increasingly widespread. These systems allow agents to use various tools, such as web browsers, compilers, and more. However, despite their popularity, agentic AI…

Training trustworthy agentic LLMs requires data that shows the grounded reasoning process, not just the final answer. Existing datasets fall short: question-answering data is outcome-only, chain-of-thought data is not tied to specific…

信息检索 · 计算机科学 2026-04-30 Saber Zerhoudi , Michael Granitzer , Jelena Mitrovic

Agentic AI systems powered by large language models (LLMs) and endowed with planning, tool use, memory, and autonomy, are emerging as powerful, flexible platforms for automation. Their ability to autonomously execute tasks across web,…

人工智能 · 计算机科学 2026-04-07 Anshuman Chhabra , Shrestha Datta , Shahriar Kabir Nahin , Prasant Mohapatra

LLM-based agents represent a paradigm shift in AI, enabling autonomous systems to plan, reason, and use tools while interacting with dynamic environments. This paper provides the first comprehensive survey of evaluation methods for these…

人工智能 · 计算机科学 2026-04-24 Asaf Yehudai , Lilach Eden , Alan Li , Guy Uziel , Yilun Zhao , Roy Bar-Haim , Arman Cohan , Michal Shmueli-Scheuer

With the growing adoption of agent-based models in policy evaluation, a pressing question arises: Can such systems effectively simulate and analyze complex social scenarios to inform policy decisions? Addressing this challenge could…

多智能体系统 · 计算机科学 2025-02-13 Jiaju Kang , Puyu Han , Tian Zhang , Luqi Gong