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Individuals belong to certain social groups in search of a sense of belonging, pride, stability, and significance. Perceiving the group to which one belongs as an "in-group" and other groups as "out-groups" often leads to harmful and…

物理与社会 · 物理学 2024-04-23 Yasuko Kawahata

Selective rationalization has become a common mechanism to ensure that predictive models reveal how they use any available features. The selection may be soft or hard, and identifies a subset of input features relevant for prediction. The…

计算与语言 · 计算机科学 2019-12-17 Mo Yu , Shiyu Chang , Yang Zhang , Tommi S. Jaakkola

Large language models (LLMs) are supposed to acquire unconscious human knowledge and feelings, such as social common sense and biases, by training models from large amounts of text. However, it is not clear how much the sentiments of…

计算与语言 · 计算机科学 2024-08-09 Kunitomo Tanaka , Ryohei Sasano , Koichi Takeda

Predictive models are often introduced to decision-making tasks under the rationale that they improve performance over an existing decision-making policy. However, it is challenging to compare predictive performance against an existing…

机器学习 · 计算机科学 2024-06-13 Luke Guerdan , Amanda Coston , Kenneth Holstein , Zhiwei Steven Wu

Facing the current debate on whether Large Language Models (LLMs) attain near-human intelligence levels (Mitchell & Krakauer, 2023; Bubeck et al., 2023; Kosinski, 2023; Shiffrin & Mitchell, 2023; Ullman, 2023), the current study introduces…

人工智能 · 计算机科学 2024-05-21 Junqi Wang , Chunhui Zhang , Jiapeng Li , Yuxi Ma , Lixing Niu , Jiaheng Han , Yujia Peng , Yixin Zhu , Lifeng Fan

Current emotion analysis in social media is predominantly author-centric, failing to capture the subjective nature of emotional responses across diverse readers. This paradigm overlooks the crucial link between individual perception,…

社会与信息网络 · 计算机科学 2026-05-14 Jian Liao , Yujin Zheng , Suge Wang , Jianxing Zheng , Deyu Li

One of the common ways children learn is by mimicking adults. Imitation learning focuses on learning policies with suitable performance from demonstrations generated by an expert, with an unspecified performance measure, and unobserved…

机器学习 · 计算机科学 2022-08-15 Junzhe Zhang , Daniel Kumor , Elias Bareinboim

Encoding models that predict brain response patterns to stimuli are one way to capture this relationship between variability in bottom-up neural systems and individual's behavior or pathological state. However, they generally need a large…

定量方法 · 定量生物学 2022-05-17 Zijin Gu , Keith Jamison , Mert Sabuncu , Amy Kuceyeski

Our interpretation of value concepts is shaped by our sociocultural background and lived experiences, and is thus subjective. Recognizing individual value interpretations is important for developing AI systems that can align with diverse…

Large language models demonstrate strong problem-solving abilities through reasoning techniques such as chain-of-thought prompting and reflection. However, it remains unclear whether these reasoning capabilities extend to a form of social…

计算与语言 · 计算机科学 2025-10-30 Yuxuan Li , Hirokazu Shirado

Collaborative machine learning enables multiple data owners to jointly train models for improved predictive performance. However, ensuring incentive compatibility and fair contribution-based rewards remains a critical challenge. Prior work…

计算机科学与博弈论 · 计算机科学 2025-10-16 Björn Filter , Ralf Möller , Özgür Lütfü Özçep

Background: Studies have shown the potential adverse health effects, ranging from headaches to cardiovascular disease, associated with long-term negative emotions and chronic stress. Since many indicators of stress are imperceptible to…

机器学习 · 计算机科学 2023-08-29 Joe Li , Peter Washington

Understanding emotions is fundamental to human interaction and experience. Humans easily infer emotions from situations or facial expressions, situations from emotions, and do a variety of other affective cognition. How adept is modern AI…

This paper introduces the Contextual Evaluation Model (CEM), a novel method for knowledge representation and manipulation. The CEM differs from existing models in that it integrates facts, patterns and sequences into a single contextual…

人工智能 · 计算机科学 2019-06-10 Victor E Hansen

Large language models (LLMs) show promising capabilities in predicting human emotions from text. However, the mechanisms through which these models process emotional stimuli remain largely unexplored. Our study addresses this gap by…

计算与语言 · 计算机科学 2025-07-01 Ala N. Tak , Amin Banayeeanzade , Anahita Bolourani , Mina Kian , Robin Jia , Jonathan Gratch

In complex environments, where the human sensory system reaches its limits, our behaviour is strongly driven by our beliefs about the state of the world around us. Accessing others' beliefs, intentions, or mental states in general, could…

机器人学 · 计算机科学 2022-10-19 Francesca Bianco , Dimitri Ognibene

Social learning is a powerful mechanism through which agents learn about the world from others. However, humans don't always choose to observe others, since social learning can carry time and cognitive resource costs. How do people balance…

多智能体系统 · 计算机科学 2025-07-15 Lance Ying , Ryan Truong , Joshua B. Tenenbaum , Samuel J. Gershman

Human communication depends on implicit social signals where effectiveness is shaped by tone, context, and conversational norms rather than semantic content alone. We introduce KARMA (Karma-Aligned Reward Model Adaptation), a framework for…

计算与语言 · 计算机科学 2026-05-27 Jared Scott , Jesse Roberts

Humans are known to structure social relationships according to certain patterns, such as the Ego Network Model (ENM). These patterns result from our innate cognitive limits and can therefore be observed in the vast majority of large human…

社会与信息网络 · 计算机科学 2025-08-28 Jack Tacchi , Chiara Boldrini , Andrea Passarella , Marco Conti

Emotions are very important for human intelligence. For example, emotions are closely related to the appraisal of the internal bodily state and external stimuli. This helps us to respond quickly to the environment. Another important…

人工智能 · 计算机科学 2018-08-28 Chie Hieida , Takato Horii , Takayuki Nagai