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The field of artificial intelligence (AI) alignment aims to investigate whether AI technologies align with human interests and values and function in a safe and ethical manner. AI alignment is particularly relevant for large language models…

Human-Computer Interaction · Computer Science 2023-01-18 Thilo Hagendorff , Sarah Fabi

Amidst the race to create more intelligent machines there is a risk that we will rely on AI in ways that reduce our own agency as humans. To reduce this risk, we could aim to create tools that prioritize and enhance the human role in…

Human-Computer Interaction · Computer Science 2026-01-15 Sean Koon

The new characteristics of AI technology have brought new challenges to the research and development of AI systems. AI technology has benefited humans, but if improperly developed, it will harm humans. At present, there is no systematic…

Human-Computer Interaction · Computer Science 2021-12-06 Wei Xu , Liezhong Ge , Zaifeng Gao

Social platforms connect billions of people, yet their engagement-first algorithms often work on users rather than with them, amplifying stress, misinformation, and a loss of control. We propose Human-Layer AI (HL-AI)--user-owned,…

Human-Computer Interaction · Computer Science 2025-11-11 Mohd Ruhul Ameen , Akif Islam

Artificial and biological systems may evolve similar computational solutions despite fundamental differences in architecture and learning mechanisms -- a form of convergent evolution. We demonstrate this phenomenon through large-scale…

Neurons and Cognition · Quantitative Biology 2025-07-04 Guobin Shen , Dongcheng Zhao , Yiting Dong , Qian Zhang , Yi Zeng

Human-centered artificial intelligence (AI) posits that machine learning and AI should be developed and applied in a socially aware way. In this article, we argue that qualitative analysis (QA) can be a valuable tool in this process,…

Human-Computer Interaction · Computer Science 2021-12-08 Orestis Papakyriakopoulos , Elizabeth Anne Watkins , Amy Winecoff , Klaudia Jaźwińska , Tithi Chattopadhyay

AI Alignment research seeks to align human and AI goals to ensure independent actions by a machine are always ethical. This paper argues empathy is necessary for this task, despite being often neglected in favor of more deductive…

Neural and Evolutionary Computing · Computer Science 2023-12-14 Devin Gonier , Adrian Adduci , Cassidy LoCascio

Explanation is key to people having confidence in high-stakes AI systems. However, machine-learning-based systems -- which account for almost all current AI -- can't explain because they are usually black boxes. The explainable AI (XAI)…

Artificial Intelligence · Computer Science 2024-09-30 Sergei Nirenburg , Marjorie McShane , Kenneth W. Goodman , Sanjay Oruganti

Researchers are increasingly subjecting artificial intelligence systems to psychological testing. But to rigorously compare their cognitive capacities with humans and other animals, we must avoid both over- and under-stating our…

Artificial Intelligence · Computer Science 2025-03-05 Konstantinos Voudouris , Lucy G. Cheke , Eric Schulz

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

AI alignment refers to models acting towards human-intended goals, preferences, or ethical principles. Given that most large-scale deep learning models act as black boxes and cannot be manually controlled, analyzing the similarity between…

Computer Vision and Pattern Recognition · Computer Science 2023-10-23 Jiyoung Lee , Seungho Kim , Seunghyun Won , Joonseok Lee , Marzyeh Ghassemi , James Thorne , Jaeseok Choi , O-Kil Kwon , Edward Choi

Human computation is an approach to solving problems that prove difficult using AI only, and involves the cooperation of many humans. Because human computation requires close engagement with both "human populations as users" and "human…

Artificial Intelligence · Computer Science 2022-10-25 Hisashi Kashima , Satoshi Oyama , Hiromi Arai , Junichiro Mori

The rapid diffusion of generative artificial intelligence is transforming terminology work. While this technology promises gains in efficiency, its unstructured adoption risks weakening professional autonomy, amplifying bias, and eroding…

Computation and Language · Computer Science 2025-12-25 Antonio San Martin

Achieving human-AI alignment in complex multi-agent games is crucial for creating trustworthy AI agents that enhance gameplay. We propose a method to evaluate this alignment using an interpretable task-sets framework, focusing on high-level…

Artificial Intelligence · Computer Science 2024-06-21 Sugandha Sharma , Guy Davidson , Khimya Khetarpal , Anssi Kanervisto , Udit Arora , Katja Hofmann , Ida Momennejad

AI systems will soon have to navigate human environments and make decisions that affect people and other AI agents whose goals and values diverge. Contractualist alignment proposes grounding those decisions in agreements that diverse…

While we do not always use words, communicating what we want to an AI is a conversation -- with ourselves as well as with it, a recurring loop with optional steps depending on the complexity of the situation and our request. Any given…

Human-Computer Interaction · Computer Science 2023-09-06 Elena L. Glassman

As Large Language Models (LLMs) are increasingly adopted in software engineering, recently in the form of conversational assistants, ensuring these technologies align with developers' needs is essential. The limitations of traditional…

Software Engineering · Computer Science 2025-02-13 Jonan Richards , Mairieli Wessel

Explainability remains a critical challenge in artificial intelligence (AI) systems, particularly in high stakes domains such as healthcare, finance, and decision support, where users must understand and trust automated reasoning.…

Human-Computer Interaction · Computer Science 2025-08-05 Rukshani Somarathna , Madhawa Perera , Tom Gedeon , Matt Adcock

From its inception, AI has had a rather ambivalent relationship with humans -- swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2024-05-28 Sarath Sreedharan , Anagha Kulkarni , Subbarao Kambhampati

This study is located in the Human-Centered Artificial Intelligence (HCAI) and focuses on the results of a user-centered assessment of commonly used eXplainable Artificial Intelligence (XAI) algorithms, specifically investigating how humans…

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