Search

Tag: #knowledge-graph35 results

Ruva：個人化透明設備上圖形推理

Ruva 推出「玻璃盒」架構，用個人知識圖譜實現個人化 AI，讓使用者檢查並精準刪除 AI 知識。它以圖形推理取代向量資料庫，消除幻覺、確保問責，並實現「被遺忘權」。線上提供示範與專案。

ArXiv AIResearch•Feb 18#knowledge-graph#on-device#privacy-redaction

AI 如何將新學科形式化

本文探討 AI 如何被用於建構與定義新學科，例如馬鈴薯科學。文章強調 AI 生成的框架正成為解決問題的實用工具，而不僅僅是模板。

Ifanr (爱范儿)Media•Jun 12#knowledge-graph#academic-research#llm-application

LLM與GraphRAG自動化CPS設計結構矩陣

研究人員利用大型語言模型（LLM）、RAG與GraphRAG生成cyber-physical系統的設計結構矩陣（DSM）。方法在電動螺絲起子與CubeSat案例中測試，評估元件關係與辨識。儘管有挑戰，仍展現自動化潛力，並提供公開程式碼。

ArXiv AIResearch•Feb 20#dsm#knowledge-graph

VulReaD: KG-Guided Vulnerability Reasoning

VulReaD uses a security knowledge graph and teacher LLM for CWE-consistent vulnerability detection beyond binary classification. Student models are fine-tuned with ORPO for taxonomy-aligned reasoning. Boosts F1 scores significantly on real datasets.

ArXiv AIResearch•Feb 12#research#vulread#v1

KG-Guided LLM for SSD Analysis

KORAL integrates LLMs with Data and Literature Knowledge Graphs for SSD diagnostics from fragmented telemetry. Provides descriptive, predictive, prescriptive, what-if analysis with explainable insights. Outperforms expert methods on production traces.

ArXiv AIResearch•Feb 12#research#koral#v1