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With the development of multimedia systems, multimodal recommendations are playing an essential role, as they can leverage rich contexts beyond interactions. Existing methods mainly regard multimodal information as an auxiliary, using them…

信息检索 · 计算机科学 2024-08-02 Yifan Liu , Kangning Zhang , Xiangyuan Ren , Yanhua Huang , Jiarui Jin , Yingjie Qin , Ruilong Su , Ruiwen Xu , Yong Yu , Weinan Zhang

Although AI has become increasingly smart, its wisdom has not kept pace. In this article, we examine what is known about human wisdom and sketch a vision of its AI counterpart. We analyze human wisdom as a set of strategies for solving…

Recommender systems, while a powerful decision making tool, are often operationalized as black box models, such that their AI algorithms are not accessible or interpretable by human operators. This in turn can cause confusion and…

人机交互 · 计算机科学 2024-09-18 Divya Srivastava , Karen M. Feigh

Accurate estimation of item (question or task) difficulty is critical for educational assessment but suffers from the cold start problem. While Large Language Models demonstrate superhuman problem-solving capabilities, it remains an open…

计算与语言 · 计算机科学 2026-05-12 Ming Li , Han Chen , Yunze Xiao , Jian Chen , Hong Jiao , Tianyi Zhou

Human teams exhibit both implicit and explicit intention sharing. To further development of human-robot collaboration, intention recognition is crucial on both sides. Present approaches rely on a vast sensor suite on and around the robot to…

机器人学 · 计算机科学 2021-02-23 David Puljiz , Bowen Zhou , Ke Ma , Björn Hein

The AI alignment problem, which focusses on ensuring that artificial intelligence (AI), including AGI and ASI, systems act according to human values, presents profound challenges. With the progression from narrow AI to Artificial General…

人工智能 · 计算机科学 2025-07-25 Alberto Hernández-Espinosa , Felipe S. Abrahão , Olaf Witkowski , Hector Zenil

Robot understanding of human intentions is essential for fluid human-robot interaction. Intentions, however, cannot be directly observed and must be inferred from behaviors. We learn a model of adaptive human behavior conditioned on the…

机器人学 · 计算机科学 2019-01-23 Min Chen , David Hsu , Wee Sun Lee

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

Inferring reward functions from human behavior is at the center of value alignment - aligning AI objectives with what we, humans, actually want. But doing so relies on models of how humans behave given their objectives. After decades of…

机器学习 · 计算机科学 2023-10-31 Joey Hong , Kush Bhatia , Anca Dragan

Semantic parsing using hierarchical representations has recently been proposed for task oriented dialog with promising results [Gupta et al 2018]. In this paper, we present three different improvements to the model: contextualized…

计算与语言 · 计算机科学 2019-02-19 Arash Einolghozati , Panupong Pasupat , Sonal Gupta , Rushin Shah , Mrinal Mohit , Mike Lewis , Luke Zettlemoyer

The rapid development of artificial intelligence and robotics has had a significant impact on our lives, with intelligent systems increasingly performing tasks traditionally performed by humans. Efficient knowledge transfer requires…

机器人学 · 计算机科学 2025-01-10 Phillip Richter , Heiko Wersing , Anna-Lisa Vollmer

Reasoning is a cognitive process of using evidence to reach a sound conclusion. The reasoning capability is essential for large language models (LLMs) to serve as the brain of the artificial general intelligence agent. Recent studies reveal…

计算与语言 · 计算机科学 2023-09-06 Peiyi Wang , Lei Li , Liang Chen , Feifan Song , Binghuai Lin , Yunbo Cao , Tianyu Liu , Zhifang Sui

In order to be globally deployed, autonomous cars must guarantee the safety of pedestrians. This is the reason why forecasting pedestrians' intentions sufficiently in advance is one of the most critical and challenging tasks for autonomous…

计算机视觉与模式识别 · 计算机科学 2021-05-21 Smail Ait Bouhsain , Saeed Saadatnejad , Alexandre Alahi

When faced with accomplishing a task, human experts exhibit intentional behavior. Their unique intents shape their plans and decisions, resulting in experts demonstrating diverse behaviors to accomplish the same task. Due to the…

机器学习 · 计算机科学 2024-04-29 Sangwon Seo , Vaibhav Unhelkar

Human behavior has the nature of mutual dependencies, which requires human-robot interactive systems to predict surrounding agents trajectories by modeling complex social interactions, avoiding collisions and executing safe path planning.…

机器人学 · 计算机科学 2026-04-21 Yuxiang Zhao , Wei Huang , Haipeng Zeng , Huan Zhao , Yujie Song

Trajectory Prediction of dynamic objects is a widely studied topic in the field of artificial intelligence. Thanks to a large number of applications like predicting abnormal events, navigation system for the blind, etc. there have been many…

机器学习 · 计算机科学 2017-05-29 Daksh Varshneya , G. Srinivasaraghavan

Human intention-based systems enable robots to perceive and interpret user actions to interact with humans and adapt to their behavior proactively. Therefore, intention prediction is pivotal in creating a natural interaction with social…

机器人学 · 计算机科学 2025-04-09 Hassan Ali , Philipp Allgeuer , Stefan Wermter

In many real-life settings, algorithms play the role of assistants, while humans ultimately make the final decision. Often, algorithms specifically act as curators, narrowing down a wide range of options into a smaller subset that the human…

计算机科学与博弈论 · 计算机科学 2025-11-06 Jiaxin Song , Parnian Shahkar , Kate Donahue , Bhaskar Ray Chaudhury

Creating systems that are aligned with our goals is seen as a leading approach to create safe and beneficial AI in both leading AI companies and the academic field of AI safety. We defend the view that misaligned AGI - future, generally…

计算机与社会 · 计算机科学 2025-06-05 Max Hellrigel-Holderbaum , Leonard Dung

In recent years, the rapid development of AI systems has brought about the benefits of intelligent services but also concerns about security and reliability. By fostering appropriate user reliance on an AI system, both complementary team…

人工智能 · 计算机科学 2025-01-22 Gaole He , Patrick Hemmer , Michael Vössing , Max Schemmer , Ujwal Gadiraju