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Reasoning has become a defining capability of modern foundation models, yet its development in the audio modality remains limited. Audio poses challenges that are distinct from those of text and vision. It is continuous, temporally dense,…

音频与语音处理 · 电气工程与系统科学 2026-05-21 Zhihan Guo , Wenqian Cui , Guan-Ting Lin , Daxin Tan , Jingyao Li , Qiyong Zheng , Dingdong Wang , Jing Xiong , Han Shi , Jiaya Jia , Irwin King

Autonomous robots operating in dynamic environments should identify and report anomalies. Embodying proactive mitigation improves safety and operational continuity. This paper presents a multimodal anomaly detection and mitigation system…

机器人学 · 计算机科学 2025-09-09 Oluwadamilola Sotomi , Devika Kodi , Kiruthiga Chandra Shekar , Aliasghar Arab

The pervasive uncertainty and dynamic nature of real-world environments present significant challenges for the widespread implementation of machine-driven Intelligent Decision-Making (IDM) systems. Consequently, IDM should possess the…

人工智能 · 计算机科学 2023-05-17 Ying Wen , Ziyu Wan , Ming Zhou , Shufang Hou , Zhe Cao , Chenyang Le , Jingxiao Chen , Zheng Tian , Weinan Zhang , Jun Wang

Foundation models have revolutionized artificial intelligence, setting new benchmarks in performance and enabling transformative capabilities across a wide range of vision and language tasks. However, despite the prevalence of…

计算机视觉与模式识别 · 计算机科学 2025-02-10 Adam Goodge , Wee Siong Ng , Bryan Hooi , See Kiong Ng

With an increase in the capabilities of generative language models, a growing interest in embodied AI has followed. This contribution introduces RAI - a framework for creating embodied Multi Agent Systems for robotics. The proposed…

Foundation models (e.g., ChatGPT, DALL-E, PengCheng Mind, PanGu-$\Sigma$) have demonstrated extraordinary performance in key technological areas, such as natural language processing and visual recognition, and have become the mainstream…

人工智能 · 计算机科学 2024-01-08 Jiahang Zhou , Yanyu Chen , Zicong Hong , Wuhui Chen , Yue Yu , Tao Zhang , Hui Wang , Chuanfu Zhang , Zibin Zheng

The fundamental goal of artificial intelligence (AI) is to mimic the core cognitive activities of human. Despite tremendous success in the AI research, most of existing methods have only single-cognitive ability. To overcome this limitation…

人工智能 · 计算机科学 2022-06-09 Nanyi Fei , Zhiwu Lu , Yizhao Gao , Guoxing Yang , Yuqi Huo , Jingyuan Wen , Haoyu Lu , Ruihua Song , Xin Gao , Tao Xiang , Hao Sun , Ji-Rong Wen

The demand for social robots in fields like healthcare, education, and entertainment increases due to their emotional adaptation features. These robots leverage multimodal communication, incorporating speech, facial expressions, and…

机器人学 · 计算机科学 2024-07-31 Rita Frieske , Xiaoyu Mo , Yini Fang , Jay Nieles , Bertram E. Shi

As the capabilities of artificial intelligence (AI) continue to expand rapidly, Human-AI (HAI) Collaboration, combining human intellect and AI systems, has become pivotal for advancing problem-solving and decision-making processes. The…

Embodied AI focuses on the study and development of intelligent systems that possess a physical or virtual embodiment (i.e. robots) and are able to dynamically interact with their environment. Memory and control are the two essential parts…

人工智能 · 计算机科学 2023-06-13 Jinjie Mai , Jun Chen , Bing Li , Guocheng Qian , Mohamed Elhoseiny , Bernard Ghanem

With large language models, robots can understand language more flexibly and more capable than ever before. This survey reviews and situates recent literature into a spectrum with two poles: 1) mapping between language and some manually…

机器人学 · 计算机科学 2024-06-25 Vanya Cohen , Jason Xinyu Liu , Raymond Mooney , Stefanie Tellex , David Watkins

Civil aviation is a cornerstone of global transportation and commerce, and ensuring its safety, efficiency and customer satisfaction is paramount. Yet conventional Artificial Intelligence (AI) solutions in aviation remain siloed and narrow,…

人工智能 · 计算机科学 2026-01-19 Wenbin Li , Jingling Wu , Xiaoyong Lin. Jing Chen , Cong Chen

Due to the increased number of parameters and data in the pre-trained model exceeding a certain level, a foundation model (e.g., a large language model) can significantly improve downstream task performance and emerge with some novel…

人工智能 · 计算机科学 2023-11-13 Wensheng Gan , Shicheng Wan , Philip S. Yu

Artificial Intelligence (AI) has made incredible progress recently. On the one hand, advanced foundation models like ChatGPT can offer powerful conversation, in-context learning and code generation abilities on a broad range of open-domain…

人工智能 · 计算机科学 2023-03-30 Yaobo Liang , Chenfei Wu , Ting Song , Wenshan Wu , Yan Xia , Yu Liu , Yang Ou , Shuai Lu , Lei Ji , Shaoguang Mao , Yun Wang , Linjun Shou , Ming Gong , Nan Duan

Artificial intelligence is humanity's most promising technology because of the remarkable capabilities offered by foundation models. Yet, the same technology brings confusion and consternation: foundation models are poorly understood and…

人工智能 · 计算机科学 2025-07-01 Rishi Bommasani

The integration of Large Language Models (LLMs) into robotics has revolutionized their ability to interpret complex human commands and execute sophisticated tasks. However, such paradigm shift introduces critical security vulnerabilities…

Empowering embodied agents, such as robots, with Artificial Intelligence (AI) has become increasingly important in recent years. A major challenge is task open-endedness. In practice, robots often need to perform tasks with novel goals that…

人工智能 · 计算机科学 2023-12-12 William Wei Wang , Dongqi Han , Xufang Luo , Yifei Shen , Charles Ling , Boyu Wang , Dongsheng Li

We aim to evaluate Large Language Models (LLMs) for embodied decision making. While a significant body of work has been leveraging LLMs for decision making in embodied environments, we still lack a systematic understanding of their…

A few decades of work in the AI field have focused efforts on developing a new generation of systems which can acquire knowledge via interaction with the world. Yet, until very recently, most such attempts were underpinned by research which…

人工智能 · 计算机科学 2012-07-23 Michał B. Paradowski
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