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In scientific research, analysis requires accurately interpreting complex multimodal knowledge, integrating evidence from different sources, and drawing inferences grounded in domain-specific knowledge. However, current artificial…

Computation and Language · Computer Science 2026-02-13 Xuehang Guo , Zhiyong Lu , Tom Hope , Qingyun Wang

Human intelligence naturally intertwines omni-modal perception -- spanning vision, audio, and language -- with complex reasoning and tool usage to interact with the world. However, current multi-modal LLMs are primarily confined to bi-modal…

Artificial Intelligence · Computer Science 2026-03-03 Xiaoxi Li , Wenxiang Jiao , Jiarui Jin , Shijian Wang , Guanting Dong , Jiajie Jin , Hao Wang , Yinuo Wang , Ji-Rong Wen , Yuan Lu , Zhicheng Dou

Efficient analysis and processing of dental images are crucial for dentists to achieve accurate diagnosis and optimal treatment planning. However, dental imaging inherently poses several challenges, such as low contrast, metallic artifacts,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-24 Zhenhuan Zhou , Jingbo Zhu , Yuchen Zhang , Xiaohang Guan , Peng Wang , Tao Li

Large Language Models (LLMs) achieve competitive results compared to human experts in medical examinations. However, it remains a challenge to apply LLMs to complex clinical decision-making, which requires a deep understanding of medical…

The rapid evolution of wireless networks presents unprecedented challenges in managing complex and dynamic systems. Existing methods are increasingly facing fundamental limitations in addressing these challenges. In this paper, we introduce…

Signal Processing · Electrical Eng. & Systems 2025-05-05 Jingwen Tong , Wei Guo , Jiawei Shao , Qiong Wu , Zijian Li , Zehong Lin , Jun Zhang

Emerging 6G networks rely on complex cross-layer optimization, yet manually translating high-level intents into mathematical formulations remains a bottleneck. While Large Language Models (LLMs) offer promise, monolithic approaches often…

Artificial Intelligence · Computer Science 2026-01-28 Haoyun Li , Ming Xiao , Kezhi Wang , Robert Schober , Dong In Kim , Yong Liang Guan

Recent advances in large vision-language models (LVLMs) have demonstrated strong performance on general-purpose medical tasks. However, their effectiveness in specialized domains such as dentistry remains underexplored. In particular,…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Jing Hao , Yuxuan Fan , Yanpeng Sun , Kaixin Guo , Lizhuo Lin , Jinrong Yang , Qi Yong H. Ai , Lun M. Wong , Hao Tang , Kuo Feng Hung

With the deep integration of artificial intelligence and smart home technologies, the intelligent transformation of traditional household appliances has become an inevitable trend. This paper presents AirAgent--an LLM-driven autonomous…

Human-Computer Interaction · Computer Science 2026-01-29 Huichao Men , Yizhen Hu , Yu Gao , Xiaofeng Mou , Yi Xu , Xinhua Xiao

Large reasoning models have demonstrated strong problem-solving abilities, yet real-world tasks often require external tools and long-horizon interactions. Existing agent frameworks typically follow predefined workflows, which limit…

Artificial Intelligence · Computer Science 2026-02-06 Xiaoxi Li , Wenxiang Jiao , Jiarui Jin , Guanting Dong , Jiajie Jin , Yinuo Wang , Hao Wang , Yutao Zhu , Ji-Rong Wen , Yuan Lu , Zhicheng Dou

Fetal ultrasound (US) is the primary imaging modality for prenatal screening, yet its interpretation relies heavily on the expertise of the clinician. Despite advances in deep learning and foundation models, existing automated tools for…

Computer Vision and Pattern Recognition · Computer Science 2026-03-11 Xiaotian Hu , Junwei Huang , Mingxuan Liu , Kasidit Anmahapong , Yifei Chen , Yitong Luo , Yiming Huang , Xuguang Bai , Zihan Li , Yi Liao , Haibo Qu , Qiyuan Tian

We introduce DriveAgent, a novel multi-agent autonomous driving framework that leverages large language model (LLM) reasoning combined with multimodal sensor fusion to enhance situational understanding and decision-making. DriveAgent…

Robotics · Computer Science 2025-05-06 Xinmeng Hou , Wuqi Wang , Long Yang , Hao Lin , Jinglun Feng , Haigen Min , Xiangmo Zhao

The design of alloys is a multi-scale problem that requires a holistic approach that involves retrieving relevant knowledge, applying advanced computational methods, conducting experimental validations, and analyzing the results, a process…

Artificial Intelligence · Computer Science 2024-07-16 Alireza Ghafarollahi , Markus J. Buehler

AI-empowered music processing is a diverse field that encompasses dozens of tasks, ranging from generation tasks (e.g., timbre synthesis) to comprehension tasks (e.g., music classification). For developers and amateurs, it is very difficult…

Computation and Language · Computer Science 2023-10-26 Dingyao Yu , Kaitao Song , Peiling Lu , Tianyu He , Xu Tan , Wei Ye , Shikun Zhang , Jiang Bian

Photo retouching is integral to photographic art, extending far beyond simple technical fixes to heighten emotional expression and narrative depth. While artists leverage expertise to create unique visual effects through deliberate…

Computer Vision and Pattern Recognition · Computer Science 2025-05-30 Haoyu Chen , Keda Tao , Yizao Wang , Xinlei Wang , Lei Zhu , Jinjin Gu

Panoramic dental radiographs require fine-grained spatial reasoning, bilateral symmetry understanding, and multi-step diagnostic verification, yet existing vision-language models operate under a static single-pass paradigm that limits their…

Computer Vision and Pattern Recognition · Computer Science 2026-03-09 Yuxuan Fan , Jing Hao , Hong Chen , Jiahao Bao , Yihua Shao , Yuci Liang , Kuo Feng Hung , Hao Tang

We present OrthoAI v2, the second iteration of our open-source pipeline for AI-assisted orthodontic treatment planning with clear aligners, substantially extending the single-agent framework previously introduced. The first version…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Lansiaux Edouard , Leman Margaux

Agentic AI has significantly extended the capabilities of large language models (LLMs) by enabling complex reasoning and tool use. However, most existing frameworks are tailored to domains such as mathematics, coding, or web automation, and…

Artificial Intelligence · Computer Science 2025-10-15 Md Hasebul Hasan , Mahir Labib Dihan , Tanzima Hashem , Mohammed Eunus Ali , Md Rizwan Parvez

Large Audio-Language Models (LALMs) perform well on audio understanding tasks but lack multistep reasoning and tool-calling found in recent Large Language Models (LLMs). This paper presents AudioToolAgent, a framework that coordinates…

Sound · Computer Science 2026-02-16 Gijs Wijngaard , Elia Formisano , Michel Dumontier , Jenia Jitsev

As one of the earliest writing systems, Oracle Bone Script (OBS) preserves the cultural and intellectual heritage of ancient civilizations. However, current OBS research faces two major challenges: (1) the interpretation of OBS involves a…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Caoshuo Li , Zengmao Ding , Xiaobin Hu , Bang Li , Donghao Luo , Xu Peng , Taisong Jin , Yongge Liu , Shengwei Han , Jing Yang , Xiaoping He , Feng Gao , AndyPian Wu , SevenShu , Chaoyang Wang , Chengjie Wang

Artificial intelligence has demonstrated significant potential in clinical decision-making; however, developing models capable of adapting to diverse real-world scenarios and performing complex diagnostic reasoning remains a major…

Computer Vision and Pattern Recognition · Computer Science 2025-08-18 Ronghao Xu , Zhen Huang , Yangbo Wei , Xiaoqian Zhou , Zikang Xu , Ting Liu , Zihang Jiang , S. Kevin Zhou