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Although LLMs demonstrate proficiency in several text-based reasoning and planning tasks, their implementation in robotics control is constrained by significant deficiencies: (1) LLM agents are designed to work mainly with textual inputs…

Artificial Intelligence · Computer Science 2025-10-17 Shuang Ao , Flora D. Salim , Simon Khan

In the era of Industry 4.0, artificial intelligence (AI) is assuming an increasingly pivotal role within industrial systems. Despite the recent trend within various industries to adopt AI, the actual adoption of AI is not as developed as…

Artificial Intelligence · Computer Science 2024-06-25 Xuejiao Li , Cheng Yang , Charles Møller , Jay Lee

Meaning has been called the "holy grail" of a variety of scientific disciplines, ranging from linguistics to philosophy, psychology and the neurosciences. The field of Artifical Intelligence (AI) is very much a part of that list: the…

Artificial Intelligence · Computer Science 2016-10-25 Douwe Kiela , Luana Bulat , Anita L. Vero , Stephen Clark

Recent technological advances in healthcare have led to unprecedented growth in patient data quantity and diversity. While artificial intelligence (AI) models have shown promising results in analyzing individual data modalities, there is…

Artificial Intelligence · Computer Science 2024-11-07 Daan Schouten , Giulia Nicoletti , Bas Dille , Catherine Chia , Pierpaolo Vendittelli , Megan Schuurmans , Geert Litjens , Nadieh Khalili

Latent representations learned by neural networks often exhibit semantic structure, where concept similarity is reflected by geometric proximity in embedding space. However, comparing such spaces across models remains difficult: changes in…

Human perception is inherently multimodal. We integrate, for instance, visual, proprioceptive and tactile information into one experience. Hence, multimodal learning is of importance for building robotic systems that aim at robustly…

Machine Learning · Computer Science 2024-11-04 Carlotta Langer , Yasmin Kim Georgie , Ilja Porohovoj , Verena Vanessa Hafner , Nihat Ay

Recent advances in deep thinking models have demonstrated remarkable reasoning capabilities on mathematical and coding tasks. However, their effectiveness in embodied domains which require continuous interaction with environments through…

Computation and Language · Computer Science 2025-05-15 Wenqi Zhang , Mengna Wang , Gangao Liu , Xu Huixin , Yiwei Jiang , Yongliang Shen , Guiyang Hou , Zhe Zheng , Hang Zhang , Xin Li , Weiming Lu , Peng Li , Yueting Zhuang

Modern software systems are increasingly developed within rapid continuous integration and deployment (CI/CD) pipelines, where ensuring security prior to release presents significant technical and organizational challenges. Traditional…

Software Engineering · Computer Science 2026-05-01 Michael Wienczkowski

Edge computing enables real-time data processing closer to its source, thus improving the latency and performance of edge-enabled AI applications. However, traditional AI models often fall short when dealing with complex, dynamic tasks that…

Networking and Internet Architecture · Computer Science 2025-07-02 Haoxiang Luo , Yinqiu Liu , Ruichen Zhang , Jiacheng Wang , Gang Sun , Dusit Niyato , Hongfang Yu , Zehui Xiong , Xianbin Wang , Xuemin Shen

Metadata management plays a critical role in data governance, resource discovery, and decision-making in the data-driven era. While traditional metadata approaches have primarily focused on organization, classification, and resource reuse,…

Databases · Computer Science 2025-07-17 Wenli Yang , Rui Fu , Muhammad Bilal Amin , Byeong Kang

Distributed AI systems face critical memory management challenges across computation, communication, and deployment layers. RRAM based in memory computing suffers from scalability limitations due to device non idealities and fixed array…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-19 Zixuan Li , Chuanzhen Wang , Haotian Sun

Edge Artificial Intelligence (Edge AI) embeds intelligence directly into devices at the network edge, enabling real-time processing with improved privacy and reduced latency by processing data close to its source. This review systematically…

Machine Learning · Computer Science 2025-10-03 Mohamad Abou Ali , Fadi Dornaika

Embodied Artificial Intelligence (AI) has recently attracted significant attention as it bridges AI with the physical world. Modern embodied AI systems often combine a Large Language Model (LLM)-based planner for high-level task planning…

Hardware Architecture · Computer Science 2026-01-21 Tong Xie , Yijiahao Qi , Jinqi Wen , Zishen Wan , Yanchi Dong , Zihao Wang , Shaofei Cai , Yitao Liang , Tianyu Jia , Yuan Wang , Runsheng Wang , Meng Li

The human ability to seamlessly perform multimodal reasoning and physical interaction in the open world is a core goal for general purpose embodied intelligent systems. Recent vision-language-action (VLA) models, which are co-trained on…

Embodied Artificial Intelligence (Embodied AI) is gaining momentum in the machine learning communities with the goal of leveraging current progress in AI (deep learning, transformers, large language and visual-language models) to empower…

Artificial Intelligence · Computer Science 2025-05-19 Matej Hoffmann , Shubhan Parag Patni

The promise of AI in medicine depends on learning from data that reflect what matters to patients and clinicians. Most existing models are trained on electronic health records (EHRs), which capture biological measures but rarely…

Reproducible closed-loop evaluation remains a major bottleneck in Embodied AI such as visual navigation. A promising path forward is high-fidelity simulation that combines photorealistic sensor rendering with geometrically grounded…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Xinhao Liu , Jiaqi Li , Youming Deng , Ruxin Chen , Yingjia Zhang , Yifei Ma , Li Guo , Yiming Li , Jing Zhang , Chen Feng

Recent advances in Embodied AI have enabled agents to perform increasingly complex tasks and adapt to diverse environments. However, deploying such agents in realistic human-centered scenarios, such as domestic households, remains…

Computer Vision and Pattern Recognition · Computer Science 2025-09-25 Filippo Ziliotto , Jelin Raphael Akkara , Alessandro Daniele , Lamberto Ballan , Luciano Serafini , Tommaso Campari

Recently, along with the rapid development of mobile communication technology, edge computing theory and techniques have been attracting more and more attentions from global researchers and engineers, which can significantly bridge the…

Networking and Internet Architecture · Computer Science 2019-12-23 Xiaofei Wang , Yiwen Han , Chenyang Wang , Qiyang Zhao , Xu Chen , Min Chen

Embodied AI (EAI) research requires high-quality, diverse 3D scenes to effectively support skill acquisition, sim-to-real transfer, and generalization. Achieving these quality standards, however, necessitates the precise replication of…

Computer Vision and Pattern Recognition · Computer Science 2025-05-06 Huangyue Yu , Baoxiong Jia , Yixin Chen , Yandan Yang , Puhao Li , Rongpeng Su , Jiaxin Li , Qing Li , Wei Liang , Song-Chun Zhu , Tengyu Liu , Siyuan Huang