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This article offers several contributions to the interdisciplinary project of responsible research and innovation in data science and AI. First, it provides a critical analysis of current efforts to establish practical mechanisms for…

Computers and Society · Computer Science 2021-10-12 Christopher Burr , David Leslie

AI is increasingly being used to assist fraud and cybercrime. However, it is unclear the extent to which current large language models can provide useful information for complex criminal activity. Working with law enforcement and policy…

Despite the superior capabilities of Multimodal Large Language Models (MLLMs) across diverse tasks, they still face significant trustworthiness challenges. Yet, current literature on the assessment of trustworthy MLLMs remains limited,…

Computation and Language · Computer Science 2024-12-09 Yichi Zhang , Yao Huang , Yitong Sun , Chang Liu , Zhe Zhao , Zhengwei Fang , Yifan Wang , Huanran Chen , Xiao Yang , Xingxing Wei , Hang Su , Yinpeng Dong , Jun Zhu

The rapid advancement of GenAI technology over the past few years has significantly contributed towards highly realistic deepfake content generation. Despite ongoing efforts, the research community still lacks a large-scale and reasoning…

Multimedia · Computer Science 2025-06-17 Parul Gupta , Shreya Ghosh , Tom Gedeon , Thanh-Toan Do , Abhinav Dhall

AI is transforming the existing technology landscape at a rapid phase enabling data-informed decision making and autonomous decision making. Unlike any other technology, because of the decision-making ability of AI, ethics and governance…

Computers and Society · Computer Science 2022-10-18 Mahendra Samarawickrama

As humans, we experience the world with all our senses or modalities (sound, sight, touch, smell, and taste). We use these modalities, particularly sight and touch, to convey and interpret specific meanings. Multimodal expressions are…

Machine Learning · Computer Science 2022-05-17 Anirudh Sundar , Larry Heck

With the rise of individual and collaborative networks of autonomous agents, AI is deployed in more key reasoning and decision-making roles. For this reason, ethics-based audits play a pivotal role in the rapidly growing fields of AI safety…

Computers and Society · Computer Science 2024-02-06 Jon Chun , Katherine Elkins

Existing multimodal search agents process target entities sequentially, issuing one tool call per entity and accumulating redundant interaction rounds whenever a query decomposes into independent sub-retrievals. We argue that effective…

Machine Learning · Computer Science 2026-05-12 Guankai Li , Jiabin Chen , Yi Xu , Xichen Zhang , Yuan Lu

Visual analytics supports data analysis tasks within complex domain problems. However, due to the richness of data types, visual designs, and interaction designs, users need to recall and process a significant amount of information when…

Human-Computer Interaction · Computer Science 2024-03-12 Yuheng Zhao , Yixing Zhang , Yu Zhang , Xinyi Zhao , Junjie Wang , Zekai Shao , Cagatay Turkay , Siming Chen

Artificial intelligence research faces a critical ethical paradox: determining whether AI systems are conscious requires experiments that may harm entities whose moral status remains uncertain. Recent work proposes avoiding…

Computers and Society · Computer Science 2026-01-15 Ira Wolfson

Behavioral cues play a significant part in human communication and cognitive perception. In most professional domains, employee recruitment policies are framed such that both professional skills and personality traits are adequately…

Machine Learning · Computer Science 2020-06-17 Anumeha Agrawal , Rosa Anil George , Selvan Sunitha Ravi , Sowmya Kamath S , Anand Kumar M

Current text-to-image (T2I) models often fail to account for diverse human experiences, leading to misaligned systems. We advocate for pluralistic alignment, where an AI understands and is steerable towards diverse, and often conflicting,…

The rapid advancement of Multimodal Large Language Models (MLLMs) has enabled browsing agents to acquire and reason over multimodal information in the real world. But existing benchmarks suffer from two limitations: insufficient evaluation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-19 Zhengbo Zhang , Jinbo Su , Zhaowen Zhou , Changtao Miao , Yuhan Hong , Qimeng Wu , Yumeng Liu , Feier Wu , Yihe Tian , Yuhao Liang , Zitong Shan , Wanke Xia , Yi-Fan Zhang , Bo Zhang , Zhe Li , Shiming Xiang , Ying Yan

Being a complex subject of major importance in AI Safety research, value alignment has been studied from various perspectives in the last years. However, no final consensus on the design of ethical utility functions facilitating AI value…

Artificial Intelligence · Computer Science 2019-07-02 Nadisha-Marie Aliman , Leon Kester

The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a…

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

Although recent large multimodal models (LMMs) demonstrate impressive progress on vision language tasks, their alignment with human centered (HC) principles, such as fairness, ethics, inclusivity, empathy, and robustness; remains poorly…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Shaina Raza , Aravind Narayanan , Vahid Reza Khazaie , Ashmal Vayani , Ahmed Y. Radwan , Mukund S. Chettiar , Amandeep Singh , Mubarak Shah , Deval Pandya

In the pathway toward Artificial General Intelligence (AGI), understanding human's affection is essential to enhance machine's cognition abilities. For achieving more sensual human-AI interaction, Multimodal Affective Computing (MAC) in…

Computer Vision and Pattern Recognition · Computer Science 2024-08-15 Ronghao Lin , Ying Zeng , Sijie Mai , Haifeng Hu

Humans are sophisticated at reading interlocutors' emotions from multimodal signals, such as speech contents, voice tones and facial expressions. However, machines might struggle to understand various emotions due to the difficulty of…

Artificial Intelligence · Computer Science 2022-12-21 Feng Qiu , Wanzeng Kong , Yu Ding

In embodied intelligence, datasets play a pivotal role, serving as both a knowledge repository and a conduit for information transfer. The two most critical attributes of a dataset are the amount of information it provides and how easily…

Robotics · Computer Science 2025-11-13 Jiahao Xiao , Bowen Yan , Jianbo Zhang , Jia Wang , Chunyi Li , Zhengxue Cheng , Guangtao Zhai
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