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To improve the trustworthiness of an AI model, finding consistent, understandable representations of its inference process is essential. This understanding is particularly important in high-stakes operations such as weather forecasting,…

人工智能 · 计算机科学 2025-04-02 Soyeon Kim , Junho Choi , Subeen Lee , Jaesik Choi

Within the context of human-robot interaction (HRI), Theory of Mind (ToM) is intended to serve as a user-friendly backend to the interface of robotic systems, enabling robots to infer and respond to human mental states. When integrated into…

机器人学 · 计算机科学 2026-02-20 Marie S. Bauer , Julia Gachot , Matthias Kerzel , Cornelius Weber , Stefan Wermter

Machine learning models are increasingly integrated into societally critical applications such as recidivism prediction and medical diagnosis, thanks to their superior predictive power. In these applications, however, full automation is…

人机交互 · 计算机科学 2020-03-18 Vivian Lai , Samuel Carton , Chenhao Tan

Knowledge-based or Artificial Intelligence techniques are used increasingly as alternatives to more classical techniques to model ENVIRONMENTAL SYSTEMS. Use of Artificial Intelligence (AI) in environmental modelling has increased with…

人工智能 · 计算机科学 2014-09-16 Kamran Latif

AI systems increasingly produce fluent, correct, end-to-end outcomes. Over time, this erodes users' ability to explain, verify, or intervene. We define this divergence as the Capability-Comprehension Gap: a decoupling where assisted…

Real-time human-artificial intelligence (AI) collaboration is crucial yet challenging, especially when AI agents must adapt to diverse and unseen human behaviors in dynamic scenarios. Existing large language model (LLM) agents often fail to…

机器学习 · 计算机科学 2025-07-21 Xiyun Li , Yining Ding , Yuhua Jiang , Yunlong Zhao , Runpeng Xie , Shuang Xu , Yuanhua Ni , Yiqin Yang , Bo Xu

An emotional support conversation system aims to alleviate users' emotional distress and assist them in addressing their challenges. To generate supportive responses, it is critical to consider multiple factors such as empathy, support…

计算与语言 · 计算机科学 2024-06-19 Jiashuo Wang , Chunpu Xu , Chak Tou Leong , Wenjie Li , Jing Li

The effectiveness of human-robot interaction often hinges on the ability to cultivate engagement - a dynamic process of cognitive involvement that supports meaningful exchanges. Many existing definitions and models of engagement are either…

机器人学 · 计算机科学 2025-12-04 Dominykas Strazdas , Magnus Jung , Jan Marquenie , Ingo Siegert , Ayoub Al-Hamadi

It has been observed that deep neural networks (DNNs) often use both genuine as well as spurious features. In this work, we propose "Amending Inherent Interpretability via Self-Supervised Masking" (AIM), a simple yet interestingly effective…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Eyad Alshami , Shashank Agnihotri , Bernt Schiele , Margret Keuper

To build a safe system that would replicate and perhaps transcend human-level intelligence, three basic modules: objective, agent, and perception are proposed for development. The objective module would ensure that the system acts in…

计算机与社会 · 计算机科学 2018-09-11 Ion Dronic

Artificial intelligence safety research focuses on aligning individual language models with human values, yet deployed AI systems increasingly operate as interacting populations where social influence may override individual alignment. Here…

物理与社会 · 物理学 2026-05-12 Giordano De Marzo , Alessandro Bellina , Claudio Castellano , Viola Priesemann , David Garcia

This paper proposes a novel theoretical model to explain how the human mind and artificial intelligence can approach real-time awareness by reducing perceptual delays. By investigating cosmic signal delay, neurological reaction times, and…

神经元与认知 · 定量生物学 2025-05-16 Carmel Mary Esther A

When language models answer open-ended problems, they implicitly make hidden decisions that shape their outputs, leaving users with uncontextualized answers rather than a working map of the problem; drawing on multiverse analysis from…

人机交互 · 计算机科学 2026-05-05 Andre Ye , Jenny Y. Huang , Alicia Guo , Rose Novick , Tamara Broderick , Mitchell L. Gordon

Entrepreneurship requires navigating open-ended, ill-defined problems: identifying risks, challenging assumptions, and making strategic decisions under deep uncertainty. Novice founders often struggle with these metacognitive demands, while…

人机交互 · 计算机科学 2025-08-18 Evey Jiaxin Huang , Matthew Easterday , Elizabeth Gerber

AI support of collaborative interactions entails mediating potential misalignment between interlocutor beliefs. Common preference alignment methods like DPO excel in static settings, but struggle in dynamic collaborative tasks where the…

计算与语言 · 计算机科学 2025-05-27 Abhijnan Nath , Carine Graff , Andrei Bachinin , Nikhil Krishnaswamy

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…

人工智能 · 计算机科学 2024-05-28 Sarath Sreedharan , Anagha Kulkarni , Subbarao Kambhampati

A central goal of artificial intelligence is to build systems that can understand and predict complex, evolving sequences of events. However, current foundation models, designed for natural language, fail to grasp the holistic nature of…

机器学习 · 计算机科学 2025-09-09 Vignesh Ethiraj , Subhash Talluri

AI sycophancy is increasingly recognized as a harmful alignment, but research remains fragmented and underdeveloped at the conceptual level. This article redefines AI sycophancy as the tendency of large language models (LLMs) and other…

人机交互 · 计算机科学 2025-09-29 Lihua Du , Xing Lyu , Lezi Xie , Bo Feng

This paper proposes a minimalist three-layer model for artificial consciousness, focusing on the emergence of self-awareness. The model comprises a Cognitive Integration Layer, a Pattern Prediction Layer, and an Instinctive Response Layer,…

神经元与认知 · 定量生物学 2025-02-12 Kurando Iida

Effective collaboration between humans and AI-based systems requires effective modeling of the human in the loop, both in terms of the mental state as well as the physical capabilities of the latter. However, these models can also open up…

人工智能 · 计算机科学 2018-01-31 Tathagata Chakraborti , Subbarao Kambhampati