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The Reasoning Revolution: 《Beijing Review》2025年第10期22-23,共2页Peng Jiawei Zhao Xin Wang Wen Cai Yimao Shen Yujing Xie Yun; A shockwave echoed across the artificial intelligence(Al)industry in January as Chinese Al startup DeepSeek launched DeepSeek-R1,an open-source Al model that could match the capabilities of leading American chatbots.A...; 关键词：DEEP REVOLUTION REPORTER

Prose DeepSeek's Prowess Wows,Worries China’s Literary World: 《China Weekly》2025年第3期12-13,共2页; Netizen Comments:"When you ask DeepSeek a question,it not only provides an answer but also explains its reasoning in detail.I find this incredibly valuable.Seeing how it thinks allows us to compare and refine our own ...; 关键词：DEEP REASONING ONLINE

RE-SEGNN:recurrent semantic evidence-aware graph neural network for temporal knowledge graph forecasting: 《Science China(Information Sciences)》2025年第2期99-115,共17页Wenyu CAI Mengfan LI Xuanhua SHI Yuanxin FAN Quntao ZHU Hai JIN; supported in part by National Key R&D Program of China(Grant No.2020AAA0108501);Major Program(JD)of Hubei Province(Grant No.2023BAA024)。; Temporal knowledge graph(TKG)reasoning,has seen widespread use for modeling real-world events,particularly in extrapolation settings.Nevertheless,most previous studies are embedded models,which require both entity and...; 关键词：knowledge graph reasoning temporal knowledge graph Hawkes process semantic evidence

Parallel fault diagnosis using hierarchical fuzzy Petri net by reversible and dynamic decomposition mechanism: 《Frontiers of Information Technology & Electronic Engineering》2025年第1期93-108,共16页Yinhong XIANG Kaiqing ZHOU Arezoo SARKHEYLI-HÄGELE Yusliza YUSOFF Diwen KANG Azlan Mohd ZAIN; supported by the National Natural Science Foundation of China(No.62066016);the Natural Science Foundation of Hunan Province of China(No.2023JJ2279);the Scientific Research Project of Education Department of Hunan Province of China(Nos.22B0549 and 22C0282);the Postgraduate Scientific Research Innovation Project of Hunan Province(No.CX20231088);the Fundamental Research Grant Scheme of Malaysia(No.R.J130000.7809.5F524);the UTMFR Grant Research Management Center(RMC)of Universiti Teknologi Malaysia(UTM)(No.Q.J130000.2551.20H71)。; The state space explosion,a challenge analogous to that encountered in a Petri net(PN),has constrained the extensivestudy of fuzzy Petri nets(FPNs).Current reasoning algorithms employing FPNs,which operate through for...; 关键词：Fuzzy Petri net(FPN) State explosion DECOMPOSITION PARALLEL Bidirectional reasoning

Electromagnetic metamaterial agent: 《Light(Science & Applications)》2025年第1期118-130,共13页Shengguo Hu Mingyi Li Jiawen Xu Hongrui Zhang Shanghang Zhang Tie Jun Cui Philipp del Hougne Lianlin Li; supported by the National Key Research and Development Program of China under Grant Nos.2023YFB3811502,2021YFA1401002;TJC acknowledges the support from the National Natural Science Foundation of China under Grant No.62288101.; Metamaterials have revolutionized wave control;in the last two decades,they evolved from passive devices via programmable devices to sensor-endowed self-adaptive devices realizing a user-specified functionality.Althou...; 关键词：AGENT PROMPT REASONING

ChromTR:chromosome detection in raw metaphase cell images via deformable transformers: 《Frontiers of Medicine》2024年第6期1100-1114,共15页Chao Xia Jiyue Wang Xin You Yaling Fan Bing Chen Saijuan Chen Jie Yang; supported by the National Natural Science Foundation of China(No.81670137);SJTU Trans-med Awards Research(No.20220102);State Key Laboratory of Medical Genomics Support(No.201802)。; Chromosome karyotyping is a critical way to diagnose various hematological malignancies and genetic diseases,of which chromosome detection in raw metaphase cell images is the most critical and challenging step.In this...; 关键词：chromosome detection deformable transformer metaphase cell image distribution reasoning

ABLkit:a Python toolkit for abductive learning: 《Frontiers of Computer Science》2024年第6期289-290,共2页Yu-Xuan HUANG Wen-Chao HU En-Hao GAO Yuan JIANG; JiangsuSF(BK20232003)。; 1 Introduction.The integration of machine learning and logical reasoning has long been considered a holy grail problem in artificial intelligence.Recent years have seen considerable attention and significant progress ...; 关键词：HAS LEARNING REASONING

Adjusted Reasoning Module for Deep Visual Question Answering Using Vision Transformer: 《Computers, Materials & Continua》2024年第12期4195-4216,共22页Christine Dewi Hanna Prillysca Chernovita Stephen Abednego Philemon Christian Adi Ananta Abbott Po Shun Chen; supported by the National Science and Technology Council,Taiwan(Grant number:NSTC 111-2637-H-324-001-).; Visual Question Answering(VQA)is an interdisciplinary artificial intelligence(AI)activity that integrates com-puter vision and natural language processing.Its purpose is to empower machines to respond to questions by ...; 关键词：VQA vision transformer multimodal data deep learning

Robust video question answering via contrastive cross-modality representation learning: 《Science China(Information Sciences)》2024年第10期207-222,共16页Xun YANG Jianming ZENG Dan GUO Shanshan WANG Jianfeng DONG Meng WANG; supported by National Natural Science Foundation of China(Grant Nos.62272435,U22A2094);Advanced Computing Resources Provided by the Supercomputing Center of the University of Science and Technology of China(USTC)。; Video question answering(VideoQA)is a challenging yet important task that requires a joint understanding of low-level video content and high-level textual semantics.Despite the promising progress of existing efforts,r...; 关键词：video question answering cross-modality fusion contrastive learning cross-media reasoning

Behaviors analysis of on-coming cluster based on knowledge under cluster security requirements: 《Chinese Journal of Aeronautics》2024年第9期448-462,共15页Huixia ZHANG Yan LIANG Ying SHI Yuedong WANG Chaoxiong MA Ran WANG; support from the Natural Science Foundation of China (No.61873205)。; Analysis of cluster behaviors of the on-coming cluster is an essential measure for high value locations on the battlefield.Unlike target tracking and clustering analysis,cluster behaviors analysis under cluster securi...; 关键词：Cluster analysis Intent reasoning Activity region analysis Cluster behavior Battlefield environment

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