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Cyclical Training Framework with Graph Feature Optimization for Knowledge Graph Reasoning: 《Computers, Materials & Continua》2025年第5期1951-1971,共21页Xiaotong Han Yunqi Jiang Haitao Wang Yuan Tian; supported by the National Key Research and Development Program of China(No.2023YFF0905400);the National Natural Science Foundation of China(No.U2341229).; Knowledge graphs(KGs),which organize real-world knowledge in triples,often suffer from issues of incompleteness.To address this,multi-hop knowledge graph reasoning(KGR)methods have been proposed for interpretable know...; 关键词：Knowledge graph reinforcement learning TRANSFORMER

A Powerful Transformer The rapid development of AI is unlocking new opportunities across industries and driving innovation: 《ChinAfrica》2025年第4期20-22,共3页LI YIN; From AI-powered chatbots capable of deep reasoning to humanoid robots equipped with intelligent“brains”for complex services,technological advancements continue to astonish us at an unprecedented pace.The rapid devel...; 关键词：services REASONING driving

A Powerful Transformer: 《China Today》2025年第4期28-31,共4页LI YIN; The rapid development of AI is unlocking new opportunities across industries and driving innovation.FROM chatbots capable of deep reasoning to humanoid robots equipped with intelligent“brains”for complex services,te...; 关键词：SERVICES REASONING offering

Reflections on DeepSeek’s breakthrough: 《National Science Review》2025年第3期1-2,共2页Mu-ming Poo; The year 2025 will be one of the most memorable years for Chi-nese science in recent decades.On 20 January,a small AI com-pany,DeepSeek,in Hangzhou announced an incredibly efficient‘reasoning’AI model named DeepSeek...; 关键词：deepseek DeepSeek R deepseek r Large language models Reasoning AI Open source AI AI revolution ChatGPT O

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

Designing and Evaluating an Ensemble Reasoning-based Clinical Decision Support System: 《Data Intelligence》2025年第1期1-39,共39页Sabbir M.Rashid Deborah L.McGuinness; A clinical decision support system(CDSS)can help physicians make clinical decisions,such as differential diagnosis,therapy planning,or plan critiquing.To make such informed decisions,a physician may need to keep track...; 关键词：Semantic web Ensemble reasoning ABDUCTION Multimodal reasoning Clinical decision support system Knowledge graph Personal health knowledge graph

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

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