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The increasing deployment of agentic artificial intelligence (AI) systems has intensified the demand for efficient agent to agent communication, particularly over bandwidth limited wireless links. In embodied AI applications, agents must…

Signal Processing · Electrical Eng. & Systems 2026-04-16 Peiwen Jiang , Yushuo Feng , Jiajia Guo , Chao-Kai Wen , Shi Jin

"Embodied visual navigation" problem requires an agent to navigate in a 3D environment mainly rely on its first-person observation. This problem has attracted rising attention in recent years due to its wide application in autonomous…

Robotics · Computer Science 2021-10-12 Fengda Zhu , Yi Zhu , Vincent CS Lee , Xiaodan Liang , Xiaojun Chang

Multimodal AI agents are increasingly automating complex real-world workflows that involve online web execution. However, current web-agent benchmarks suffer from a critical limitation: they focus entirely on web-based interaction and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Shoubin Yu , Lei Shu , Antoine Yang , Yao Fu , Srinivas Sunkara , Maria Wang , Jindong Chen , Mohit Bansal , Boqing Gong

Scientists have traditionally limited the mechanisms of social cognition to one brain, but recent approaches claim that interaction also realizes cognitive work. Experiments under constrained virtual settings revealed that interaction…

Adaptation and Self-Organizing Systems · Physics 2014-01-17 Tom Froese , Hiroyuki Iizuka , Takashi Ikegami

As artificial intelligence (AI) rapidly advances, especially in multimodal large language models (MLLMs), research focus is shifting from single-modality text processing to the more complex domains of multimodal and embodied AI. Embodied…

We envision "AI scientists" as systems capable of skeptical learning and reasoning that empower biomedical research through collaborative agents that integrate AI models and biomedical tools with experimental platforms. Rather than taking…

The rapid progress in embodied artificial intelligence has highlighted the necessity for more advanced and integrated models that can perceive, interpret, and predict environmental dynamics. In this context, World Models (WMs) have been…

Co-design is essential for grounding embodied artificial intelligence (AI) systems in real-world contexts, especially high-stakes domains such as healthcare. While prior work has explored multidisciplinary collaboration, iterative…

Human-Computer Interaction · Computer Science 2026-02-04 Yuanchen Bai , Ruixiang Han , Niti Parikh , Wendy Ju , Angelique Taylor

Given a simple request like Put a washed apple in the kitchen fridge, humans can reason in purely abstract terms by imagining action sequences and scoring their likelihood of success, prototypicality, and efficiency, all without moving a…

Computation and Language · Computer Science 2021-03-16 Mohit Shridhar , Xingdi Yuan , Marc-Alexandre Côté , Yonatan Bisk , Adam Trischler , Matthew Hausknecht

We introduce OceanGym, the first comprehensive benchmark for ocean underwater embodied agents, designed to advance AI in one of the most demanding real-world environments. Unlike terrestrial or aerial domains, underwater settings present…

Computation and Language · Computer Science 2025-11-26 Yida Xue , Mingjun Mao , Xiangyuan Ru , Yuqi Zhu , Baochang Ren , Shuofei Qiao , Mengru Wang , Shumin Deng , Xinyu An , Ningyu Zhang , Ying Chen , Huajun Chen

In order to flexibly act in an everyday environment, a robotic agent needs a variety of cognitive capabilities that enable it to reason about plans and perform execution recovery. Large language models (LLMs) have been shown to demonstrate…

Robotics · Computer Science 2026-03-04 Shinas Shaji , Fabian Huppertz , Alex Mitrevski , Sebastian Houben

Developing autonomous home robots controlled by natural language has long been a pursuit of humanity. While advancements in large language models (LLMs) and embodied intelligence make this goal closer, several challenges persist: the lack…

Robotics · Computer Science 2025-05-16 Dongping Li , Tielong Cai , Tianci Tang , Wenhao Chai , Katherine Rose Driggs-Campbell , Gaoang Wang

Semantic web technologies have shown their effectiveness, especially when it comes to knowledge representation, reasoning, and data integration. However, the original semantic web vision, whereby machine readable web data could be…

Artificial Intelligence · Computer Science 2021-09-27 Sabrina Kirrane

We are increasingly surrounded by artificially intelligent technology that takes decisions and executes actions on our behalf. This creates a pressing need for general means to communicate with, instruct and guide artificial agents, with…

Embodied agents capable of complex physical skills can improve productivity, elevate life quality, and reshape human-machine collaboration. We aim at autonomous training of embodied agents for various tasks involving mainly large foundation…

Robotics · Computer Science 2024-02-14 Sizhe Yang , Qian Luo , Anumpam Pani , Yanchao Yang

A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and communicate with us through natural language. Here we study how to design artificial…

Human-robot interaction is increasingly moving toward multi-robot, socially grounded environments. Existing systems struggle to integrate multimodal perception, embodied expression, and coordinated decision-making in a unified framework.…

Robotics · Computer Science 2026-03-25 Shaid Hasan , Breenice Lee , Sujan Sarker , Tariq Iqbal

Embodied agents is a term used to denote intelligent agents, which are a component of devices belonging to the Internet of Things (IoT) domain. Each agent is provided with sensors and actuators to interact with the environment, and with a…

Artificial Intelligence · Computer Science 2021-02-16 Nathalia Nascimento , Paulo Alencar , Donald Cowan , Carlos Lucena

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…

Robotics · Computer Science 2023-06-21 Amber Li , Tom Silver

We are witnessing significant progress on perception models, specifically those trained on large-scale internet images. However, efficiently generalizing these perception models to unseen embodied tasks is insufficiently studied, which will…

Robotics · Computer Science 2023-03-21 Ya Jing , Tao Kong
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