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Augmented-reality (AR) glasses that will have access to onboard sensors and an ability to display relevant information to the user present an opportunity to provide user assistance in quotidian tasks. Many such tasks can be characterized as…

人机交互 · 计算机科学 2020-10-16 Benjamin Newman , Kevin Carlberg , Ruta Desai

The integration of embodied agents into human environments demands embodied social intelligence: reasoning over both social norms and physical constraints. However, existing evaluations fail to address this integration, as they are limited…

人工智能 · 计算机科学 2025-12-24 Zhe Sun , Xueyuan Yang , Yujie Lu , Zhenliang Zhang

Learning-based methods for training embodied agents typically require a large number of high-quality scenes that contain realistic layouts and support meaningful interactions. However, current simulators for Embodied AI (EAI) challenges…

人工智能 · 计算机科学 2021-11-11 Yizhou Zhao , Kaixiang Lin , Zhiwei Jia , Qiaozi Gao , Govind Thattai , Jesse Thomason , Gaurav S. Sukhatme

Public urban spaces like streetscapes and plazas serve residents and accommodate social life in all its vibrant variations. Recent advances in Robotics and Embodied AI make public urban spaces no longer exclusive to humans. Food delivery…

计算机视觉与模式识别 · 计算机科学 2024-10-14 Wayne Wu , Honglin He , Jack He , Yiran Wang , Chenda Duan , Zhizheng Liu , Quanyi Li , Bolei Zhou

Manually specifying features that capture the diversity in traffic environments is impractical. Consequently, learning-based agents cannot realize their full potential as neural motion planners for autonomous vehicles. Instead, this work…

机器学习 · 计算机科学 2023-03-09 Eivind Meyer , Lars Frederik Peiss , Matthias Althoff

Machine learning has long since become a keystone technology, accelerating science and applications in a broad range of domains. Consequently, the notion of applying learning methods to a particular problem set has become an established and…

In this paper, we explore how performers' embodied interactions with a Neural Audio Synthesis model allow the exploration of the latent space of such a model, mediated through movements sensed by e-textiles. We provide background and…

The perceived similarity between objects has often been attributed to their physical and conceptual features, such as appearance and animacy, and the theoretical framework of object space is accordingly conceived. Here, we extend this…

神经元与认知 · 定量生物学 2024-08-06 Shan Xu , Xinran Feng , Yuannan Li , Jia Liu

Embodied agents are expected to assist humans by actively exploring unknown environments and reasoning about spatial contexts. When deployed in real life, agents often face sequential tasks where each new task follows the completion of the…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Zhongyi Cai , Yi Du , Chen Wang , Yu Kong

In this work, we study Cooperative Spatial Intelligence, the ability of decentralized embodied agents to coordinate effectively under dynamic environmental constraints across city-scale outdoor domains. We introduce Sentinel Challenge, a…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Xiangye Lin , Hongxin Zhang , Ruxi Deng , Qinhong Zhou , Chuang Gan

In this study, we explore the sophisticated domain of task planning for robust household embodied agents, with a particular emphasis on the intricate task of selecting substitute objects. We introduce the CommonSense Object Affordance Task…

人工智能 · 计算机科学 2024-10-24 Ayush Agrawal , Raghav Prabhakar , Anirudh Goyal , Dianbo Liu

In this paper, we investigate the problem of embodied multi-agent cooperation, where decentralized agents must cooperate given only egocentric views of the world. To effectively plan in this setting, in contrast to learning world dynamics…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Hongxin Zhang , Zeyuan Wang , Qiushi Lyu , Zheyuan Zhang , Sunli Chen , Tianmin Shu , Behzad Dariush , Kwonjoon Lee , Yilun Du , Chuang Gan

We propose a light-weight, self-supervised adaptation for a visual navigation agent to generalize to unseen environment. Given an embodied agent trained in a noiseless environment, our objective is to transfer the agent to a noisy…

计算机视觉与模式识别 · 计算机科学 2021-10-15 Eun Sun Lee , Junho Kim , Young Min Kim

AI systems are becoming active participants in organizational and knowledge work. They increasingly interact with humans, coordinate workflows, and operate in multi-agent arrangements. Understanding their effects therefore requires more…

人工智能 · 计算机科学 2026-05-19 Yingjie Zhang , Chun Feng , Weizhang Zhu , Tianshu Sun

Experiential AI is proposed as a new research agenda in which artists and scientists come together to dispel the mystery of algorithms and make their mechanisms vividly apparent. It addresses the challenge of finding novel ways of opening…

计算机与社会 · 计算机科学 2019-08-08 Drew Hemment , Ruth Aylett , Vaishak Belle , Dave Murray-Rust , Ewa Luger , Jane Hillston , Michael Rovatsos , Frank Broz

Collaborative multi-agent exploration of unknown environments is crucial for search and rescue operations. Effective real-world deployment must address challenges such as limited inter-agent communication and static and dynamic obstacles.…

机器人学 · 计算机科学 2024-12-31 Gabriele Calzolari , Vidya Sumathy , Christoforos Kanellakis , George Nikolakopoulos

Embodied AI research is increasingly moving beyond single-task, single-environment policy learning toward multi-task, multi-scene, and multi-model settings. This shift substantially increases the engineering overhead and development time…

机器人学 · 计算机科学 2026-04-16 Xueyang Zhou , Yihan Sun , Xijie Gong , Guiyao Tie , Pan Zhou , Lichao Sun , Yongchao Chen

In order to deploy autonomous agents to domains such as autonomous driving, infrastructure management, health care, and finance, they must be able to adapt safely to unseen situations. The current approach in constructing such agents is to…

神经与进化计算 · 计算机科学 2020-07-01 Cem C. Tutum , Risto Miikkulainen

State abstraction is an effective technique for planning in robotics environments with continuous states and actions, long task horizons, and sparse feedback. In object-oriented environments, predicates are a particularly useful form of…

机器人学 · 计算机科学 2023-06-21 Amber Li , Tom Silver

Language models (LMs) have demonstrated their capability in possessing commonsense knowledge of the physical world, a crucial aspect of performing tasks in everyday life. However, it remains unclear **whether LMs have the capacity to…

人工智能 · 计算机科学 2023-07-18 Bill Yuchen Lin , Chengsong Huang , Qian Liu , Wenda Gu , Sam Sommerer , Xiang Ren