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The increasing incorporation of Artificial Intelligence in the form of automated systems into decision-making procedures highlights not only the importance of decision theory for automated systems but also the need for these decision…

人工智能 · 计算机科学 2018-08-23 Tarek R. Besold , Sara L. Uckelman

Reasoning abilities of human beings are limited. Logics that treat logical inference for human knowledge should reflect these limited abilities. Logic of awareness is one of those logics. In the logic, what an agent with a limited reasoning…

多智能体系统 · 计算机科学 2024-02-14 Yudai Kubono

Work in developmental psychology suggests that humans are predisposed to align their mental states with other individuals. This manifests principally in cooperative communication, that is, intentional communication geared towards aligning…

神经元与认知 · 定量生物学 2020-02-25 Jared Vasil , Paul B. Badcock , Axel Constant , Karl Friston , Maxwell J. D. Ramstead

Beyond representing the external world, humans also represent their own cognitive processes. In the context of perception, this metacognition helps us identify unreliable percepts, such as when we recognize that we are seeing an illusion.…

人工智能 · 计算机科学 2020-12-01 Marlene Berke , Mario Belledonne , Julian Jara-Ettinger

Discourse signals are often implicit, leaving it up to the interpreter to draw the required inferences. At the same time, discourse is embedded in a social context, meaning that interpreters apply their own assumptions and beliefs when…

计算与语言 · 计算机科学 2021-04-12 Elisa Ferracane , Greg Durrett , Junyi Jessy Li , Katrin Erk

This white paper lays out a vision of research and development in the field of artificial intelligence for the next decade (and beyond). Its denouement is a cyber-physical ecosystem of natural and synthetic sense-making, in which humans are…

Trying to be effective (no matter who exactly and in what field) a person face the problem which inevitably destroys all our attempts to easily get to a desired goal. The problem is the existence of some insuperable barriers for our mind,…

人工智能 · 计算机科学 2016-11-17 Kirill A. Sorudeykin

The relationship between the "knowledge base" and the "globalization" of communication systems is discussed from the perspective of communication theory. I argue that inter-human communication takes place at two levels. At the first level…

计算机与社会 · 计算机科学 2009-12-09 Loet Leydesdorff

Recent years have seen a boom in interest in machine learning systems that can provide a human-understandable rationale for their predictions or decisions. However, exactly what kinds of explanation are truly human-interpretable remains…

人工智能 · 计算机科学 2018-02-05 Menaka Narayanan , Emily Chen , Jeffrey He , Been Kim , Sam Gershman , Finale Doshi-Velez

Current labor markets are strongly affected by the economic forces of adverse selection, moral hazard, and reputation, each of which arises due to $\textit{incomplete information}$. These economic forces will still be influential after AI…

人工智能 · 计算机科学 2025-05-27 Simpson Zhang , Tennison Liu , Mihaela van der Schaar

Although visualization tools are widely available and accessible, not everyone knows the best practices and guidelines for creating accurate and honest visual representations of data. Numerous books and articles have been written to expose…

人机交互 · 计算机科学 2023-09-06 Leo Yu-Ho Lo , Yifan Cao , Leni Yang , Huamin Qu

Systems for language understanding have become remarkably strong at overcoming linguistic imperfections in tasks involving phrase matching or simple reasoning. Yet, their accuracy drops dramatically as the number of reasoning steps…

计算与语言 · 计算机科学 2020-05-04 Daniel Khashabi , Erfan Sadeqi Azer , Tushar Khot , Ashish Sabharwal , Dan Roth

Speech is becoming increasingly popular as an interface modality, especially in hands- and eyes-busy situations where the use of a keyboard or mouse is difficult. However, despite the fact that many have hailed speech as being inherently…

计算与语言 · 计算机科学 2008-02-06 Frankie James , Manny Rayner , Beth Ann Hockey

Understanding how ML models work is a prerequisite for responsibly designing, deploying, and using ML-based systems. With interpretability approaches, ML can now offer explanations for its outputs to aid human understanding. Though these…

人机交互 · 计算机科学 2022-05-11 Harmanpreet Kaur , Eytan Adar , Eric Gilbert , Cliff Lampe

One goal of Artificial Intelligence is to learn meaningful representations for natural language expressions, but what this entails is not always clear. A variety of new linguistic behaviours present themselves embodied as computers,…

人工智能 · 计算机科学 2024-12-12 Davide Nunes , Luis Antunes

When developing AI systems that interact with humans, it is essential to design both a system that can understand humans, and a system that humans can understand. Most deep network based agent-modeling approaches are 1) not interpretable…

机器学习 · 计算机科学 2021-07-14 Ini Oguntola , Dana Hughes , Katia Sycara

When explaining the decisions of deep neural networks, simple stories are tempting but dangerous. Especially in computer vision, the most popular explanation approaches give a false sense of comprehension to its users and provide an overly…

机器学习 · 计算机科学 2021-09-17 Matthias Kirchler , Martin Graf , Marius Kloft , Christoph Lippert

Artificial agents today can answer factual questions. But they fall short on questions that require common sense reasoning. Perhaps this is because most existing common sense databases rely on text to learn and represent knowledge. But much…

计算机视觉与模式识别 · 计算机科学 2015-07-30 Xiao Lin , Devi Parikh

Consciousness is a sequential process of awareness which can focus on one piece of information at a time. This process of awareness experiences causation which underpins the notion of time while it interplays with matter and energy, forming…

神经元与认知 · 定量生物学 2023-01-24 Mahendra Samarawickrama

What does it mean to create a new concept, rather than retrieve a familiar one? Repeatedly sampling a generative model at the same prompt produces variations with similar styles and typical content. We propose that creativity is the…

机器学习 · 计算机科学 2026-05-19 Mengye Ren