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Effective human-agent interaction (HAI) relies on accurate and adaptive perception of human emotional states. While multimodal deep learning models - leveraging facial expressions, speech, and textual cues - offer high accuracy in emotion…

机器学习 · 计算机科学 2025-12-15 Matvey Nepomnyaschiy , Oleg Pereziabov , Anvar Tliamov , Stanislav Mikhailov , Ilya Afanasyev

We present MUG, a novel interactive task for multimodal grounding where a user and an agent work collaboratively on an interface screen. Prior works modeled multimodal UI grounding in one round: the user gives a command and the agent…

计算与语言 · 计算机科学 2022-10-03 Tao Li , Gang Li , Jingjie Zheng , Purple Wang , Yang Li

We introduce LongCat-Flash-Thinking-2601, a 560-billion-parameter open-source Mixture-of-Experts (MoE) reasoning model with superior agentic reasoning capability. LongCat-Flash-Thinking-2601 achieves state-of-the-art performance among…

人工智能 · 计算机科学 2026-02-03 Meituan LongCat Team , Anchun Gui , Bei Li , Bingyang Tao , Bole Zhou , Borun Chen , Chao Zhang , Chao Zhang , Chen Gao , Chen Zhang , Chengcheng Han , Chenhui Yang , Chuyu Zhang , Cong Chen , Cunguang Wang , Daoru Pan , Defei Bu , Dengchang Zhao , Di Xiu , Dishan Liu , Dongyu Ru , Dunwei Tu , Fan Wu , Fengcheng Yuan , Fengcun Li , Gang Xu , Guanyu Wu , Guoyuan Lin , Haibin Wang , Hansi Yang , Hao Yang , Haonan Yan , Haoxiang Ma , Haoxing Wen , Hongyan Hao , Hongyin Tang , Hongyu Zang , Hongzhi Ni , Hui Su , Jiacheng Zhang , Jiahong Zhou , Jiahuan Li , Jiaming Wang , Jian Yang , Jianfei Zhang , Jianhao Xu , Jianing Wang , Jiapeng Zhu , Jiaqi Sun , Jiarong Shi , Jiarui Zhao , Jingang Wang , Jinluan Yang , Jinrui Ding , Jinwei Xiao , Jiyuan He , Juncan Xu , Kefeng Zhang , Keheng Wang , Li Wei , Lianhui Ma , Lin Qiu , Lingbing Kong , Lingchuan Liu , Linsen Guo , Mengshen Zhu , Mengxia Shen , Mingyang Zhu , Peiguang Li , Peng Pei , Peng Zhao , Pengcheng Jia , Pengtao Zhang , Ping Liu , Qi Gu , Qiong Huang , Qiyuan Duan , Quanchi Weng , Rongxiang Weng , Rongzhi Zhang , Rumei Li , Shanglin Lei , Shengnan An , Shijun Dai , Shizhe Wu , Shuaikang Liu , Shuang Zhou , Shuo Wang , Songyuan Zhao , Tao Liang , Tianhao Hu , Tianze Chen , Wei Liu , Wei Shi , Wei Wang , Weifeng Tang , Wenjie Shi , Wenlong Zhu , Wentao Chen , Wentao Shi , Xi Su , Xiandi Ma , Xiangcheng Liu , Xiangyu Xi , Xiangyuan Liu , Xiangzhou Huang , Xiao Liu , Xiaodong Cai , Xiaolong Chen , Xiaowei Shi , Xiaoyu Li , Xin Chen , Xingchen Liu , Xuan Huang , Xuezhi Cao , Xunliang Cai , Yan Chen , Yang Bai , Yang Liu , Yang Yang , Yang Zheng , Yanyu Chen , Yaoming Wang , Yaoming Zhu , Yaorui Shi , Yaqi Huo , Yerui Sun , Yi Zhang , Yi-Kai Zhang , Yifan Lu , Yifan Zhao , Yihao Chen , Yitao Zhai , Yongjing Yin , Yongwei Zhou , Youshao Xiao , Yu Wang , Yu Yang , Yuchen Xie , Yuchen Yu , Yuchuan Dai , Yue Xu , Yueqing Sun , Yufei Zhang , Yuhuai Wei , Yulei Qian , Yunfan Liang , Yunke Zhao , Yuwei Jiang , Yuxin Bian , Yuxin Chen , Yuxin Liu , Zeyang Yu , Zhao Yang , Zhengsheng Huang , Zhengyu Chen , Zhijian Liu , Zhikang Xia , Zhimin Lin , Zhiyuan Yao , Zhuofan Chen , Zhuowen Han , Zijian Zhang , Ziran Li , Ziwen Wang , Ziyuan Zhuang

Multimodal AI Agents are AI models that have the capability of interactively and cooperatively assisting human users to solve day-to-day tasks. Augmented Reality (AR) head worn devices can uniquely improve the user experience of solving…

人工智能 · 计算机科学 2025-01-17 Saptarashmi Bandyopadhyay , Vikas Bahirwani , Lavisha Aggarwal , Bhanu Guda , Lin Li , Andrea Colaco

Traditional augmented reality (AR) systems predominantly rely on fixed class detectors or fiducial markers, limiting their ability to interpret complex, open-vocabulary natural language queries. We present a modular AR agent system that…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Lixing Guo , Tobias Höllerer

Multimodal Large Language Models (MLLMs) have significantly advanced GUI agents, yet long-horizon automation remains constrained by two critical bottlenecks: context overload from raw sequential trajectory dependence and architectural…

人工智能 · 计算机科学 2026-04-15 Weihua Cheng , Junming Liu , Yifei Sun , Botian Shi , Yirong Chen , Ding Wang

This paper presents IronEngine, a general AI assistant platform organized around a unified orchestration core that connects a desktop user interface, REST and WebSocket APIs, Python clients, local and cloud model backends, persistent…

人工智能 · 计算机科学 2026-03-10 Xi Mo

Large language models (LLMs) have enabled powerful advances in natural language understanding and generation. Yet their application to complex, real-world scientific workflows remain limited by challenges in memory, planning, and tool…

Tensor compilers play a key role in enabling high-performance implementations of deep learning workloads. These compilers rely on existing CPU and GPU code generation backends to generate device-specific code. Recently, many tensor…

编程语言 · 计算机科学 2025-10-14 Devansh Jain , Akash Pardeshi , Marco Frigo , Krut Patel , Kaustubh Khulbe , Jai Arora , Charith Mendis

Large models are increasingly becoming autonomous agents that interact with real-world environments and use external tools to augment their static capabilities. However, most recent progress has focused on text-only large language models,…

计算机视觉与模式识别 · 计算机科学 2026-03-09 Ruiyang Zhang , Qianguo Sun , Chao Song , Yiyan Qi , Zhedong Zheng

Highly effective, task-specific prompts are often heavily engineered by experts to integrate detailed instructions and domain insights based on a deep understanding of both instincts of large language models (LLMs) and the intricacies of…

计算与语言 · 计算机科学 2023-12-08 Xinyuan Wang , Chenxi Li , Zhen Wang , Fan Bai , Haotian Luo , Jiayou Zhang , Nebojsa Jojic , Eric P. Xing , Zhiting Hu

Rapid advancements over the years have helped machine learning models reach previously hard-to-achieve goals, sometimes even exceeding human capabilities. However, to attain the desired accuracy, the model sizes and in turn their…

机器学习 · 计算机科学 2023-10-31 Bodun Hu , Le Xu , Jeongyoon Moon , Neeraja J. Yadwadkar , Aditya Akella

Language-guided navigation is a cornerstone of embodied AI, enabling agents to interpret language instructions and navigate complex environments. However, expert-provided instructions are limited in quantity, while synthesized annotations…

人工智能 · 计算机科学 2025-08-11 Zongtao He , Liuyi Wang , Lu Chen , Chengju Liu , Qijun Chen

Long-horizon search agents must manage a rapidly growing working context as they reason, call tools, and observe information. Naively accumulating all intermediate content can overwhelm the agent, increasing costs and the risk of errors. We…

人工智能 · 计算机科学 2026-05-07 Yijun Lu , Rui Ye , Yuwen Du , Jiajun Wang , Songhua Liu , Siheng Chen

This paper presents an AI glasses system that integrates real-time voice processing, artificial intelligence(AI) agents, and cross-network streaming capabilities. The system employs dual-agent architecture where Agent 01 handles Automatic…

声音 · 计算机科学 2026-01-13 Sheng-Kai Chen , Jyh-Horng Wu , Ching-Yao Lin , Yen-Ting Lin

Pathology report generation remains a relatively under-explored downstream task, primarily due to the gigapixel scale and complex morphological heterogeneity of Whole Slide Images (WSIs). Existing pathology report generation frameworks…

计算机视觉与模式识别 · 计算机科学 2026-03-25 Yixin Chen , Ziyu Su , Hikmat Khan , Muhammad Khalid Khan Niazi

Autoresearch offers a flexible paradigm for automating scientific tasks, in which an AI agent proposes, implements, evaluates, and refines candidate solutions against a quantitative objective. Here, we use composition-based…

材料科学 · 物理学 2026-05-15 Matteo Cobelli , Stefano Sanvito

Current deep-research agents run in a ''fire-and-forget'' mode: once started, they give users no way to fix errors or add expert knowledge during execution. We present ResearStudio, the first open-source framework that places real-time…

人工智能 · 计算机科学 2025-11-24 Linyi Yang , Yixuan Weng

In the rapidly advancing research fields such as AI, managing and staying abreast of the latest scientific literature has become a significant challenge for researchers. Although previous efforts have leveraged AI to assist with literature…

计算与语言 · 计算机科学 2024-04-10 Xintao Wang , Jiangjie Chen , Nianqi Li , Lida Chen , Xinfeng Yuan , Wei Shi , Xuyang Ge , Rui Xu , Yanghua Xiao

Advanced reverse engineering tools are required to cope with the complexity of software systems and the specific requirements of numerous different tasks (re-architecturing, migration, evolution). Consequently, reverse engineering tools…