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The integration of Artificial Intelligence (AI) into high-stakes domains such as healthcare, finance, and autonomous systems is often constrained by concerns over transparency, interpretability, and trust. While Human-Centered AI (HCAI)…

人机交互 · 计算机科学 2025-04-29 Chameera De Silva , Thilina Halloluwa , Dhaval Vyas

With recent advancements in AI and computation tools, intelligent paradigms emerged to empower different fields such as healthcare robots with new capabilities. Advanced AI robotic algorithms (e.g., reinforcement learning) can be trained…

机器人学 · 计算机科学 2024-07-25 Reza Abiri , Ali Rabiee , Sima Ghafoori , Anna Cetera

Human-centered AI (HCAI) is a design philosophy that advocates prioritizing humans in designing, developing, and deploying intelligent systems, aiming to maximize the benefits of AI to humans and avoid potential adverse impacts. While HCAI…

人工智能 · 计算机科学 2023-11-15 Wei Xu , Zaifeng Gao

Artificial intelligence (AI) has demonstrated strong potential in clinical diagnostics, often achieving accuracy comparable to or exceeding that of human experts. A key challenge, however, is that AI reasoning frequently diverges from…

人工智能 · 计算机科学 2026-05-25 Belona Sonna , Alban Grastien

A rising vision for AI in the open world centers on the development of systems that can complement humans for perceptual, diagnostic, and reasoning tasks. To date, systems aimed at complementing the skills of people have employed models…

人工智能 · 计算机科学 2020-05-05 Bryan Wilder , Eric Horvitz , Ece Kamar

Seeking advice is a core human behavior that the internet has reinvented twice: first through forums and Q&A communities that crowdsource public guidance, and now through large language models (LLMs). Yet the quality of this LLM advice for…

人机交互 · 计算机科学 2026-03-03 Harsh Kumar , Jasmine Chahal , Yinuo Zhao , Zeling Zhang , Annika Wei , Louis Tay , Ashton Anderson

As AI systems become increasingly sophisticated, questions about machine consciousness and its ethical implications have moved from fringe speculation to mainstream academic debate. Current ethical frameworks in this domain often implicitly…

计算机与社会 · 计算机科学 2025-12-03 Zhou Ziheng , Haiqiang Dai , Bin Ling , Ying Nian Wu , Demetri Terzopoulos

Expert consensus plays a critical role in domains where evidence is complex, conflicting, or insufficient for direct prescription. Traditional methods, such as Delphi studies, consensus conferences, and systematic guideline synthesis, offer…

计算与语言 · 计算机科学 2025-08-14 Cathy Speed , Ahmed A. Metwally

People navigate complex environments using cues, heuristics, and other strategies, which are often adaptive in stable settings. However, as AI increasingly permeates society's information environments, those become more adaptive and…

There is no consensus on what constitutes human-centeredness in AI, and existing frameworks lack empirical validation. This study addresses this gap by developing a hierarchical framework of 26 attributes of human-centeredness, validated…

人机交互 · 计算机科学 2025-02-06 Aung Pyae

In AI-assisted decision-making, effective hybrid (human-AI) teamwork is not solely dependent on AI performance alone, but also on its impact on human decision-making. While prior work studies the effects of model accuracy on humans, we…

人机交互 · 计算机科学 2022-02-25 Andi Peng , Besmira Nushi , Emre Kiciman , Kori Inkpen , Ece Kamar

Online hate speech has become increasingly prevalent on social media, causing harm to individuals and society. While automated content moderation has received considerable attention, user-driven counterspeech remains a less explored yet…

The interactive machine learning (IML) community aims to augment humans' ability to learn and make decisions over time through the development of automated decision-making systems. This interaction represents a collaboration between…

人机交互 · 计算机科学 2019-05-16 Kory W. Mathewson

While research on human-AI collaboration exists, it mainly examined language learning and used traditional counting methods with little attention to evolution and dynamics of collaboration on cognitively demanding tasks. This study examines…

人机交互 · 计算机科学 2025-08-18 Mohammed Saqr , Kamila Misiejuk , Sonsoles López-Pernas

Large Language Models (LLMs) in search applications increasingly prioritize verbose, lexically complex responses that paradoxically reduce user satisfaction and engagement. Through a comprehensive study of 10.000 (est.) participants…

人机交互 · 计算机科学 2025-08-08 Carlo Esposito

Machine common sense remains a broad, potentially unbounded problem in artificial intelligence (AI). There is a wide range of strategies that can be employed to make progress on this challenge. This article deals with the aspects of…

人工智能 · 计算机科学 2020-06-16 Alexander Gavrilenko , Katerina Morozova

Clinical diagnosis is a complex reasoning process in which clinicians gather evidence, form hypotheses, and test them against alternative explanations. In medical training, this reasoning is explicitly developed through counterfactual…

计算与语言 · 计算机科学 2026-04-24 Zhiwen You , Xi Chen , Aniket Vashishtha , Simo Du , Gabriel Erion-Barner , Hongyuan Mei , Hao Peng , Yue Guo

As artificial intelligence (AI) systems approach and surpass expert human performance across a broad range of tasks, obtaining high-quality human supervision for evaluation and training becomes increasingly challenging. Our focus is on…

机器学习 · 计算机科学 2026-02-25 Ren Yin , Takashi Ishida , Masashi Sugiyama

In recent years, the rapid development of AI systems has brought about the benefits of intelligent services but also concerns about security and reliability. By fostering appropriate user reliance on an AI system, both complementary team…

人工智能 · 计算机科学 2025-01-22 Gaole He , Patrick Hemmer , Michael Vössing , Max Schemmer , Ujwal Gadiraju

The Human Cognitive Simulation Framework proposes a governed cognitive AI architecture designed to improve personalization, adaptability, and long-term coherence in human AI interaction. The framework integrates short-term memory…

人机交互 · 计算机科学 2026-01-23 Rommel Salas-Guerra