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Hypergraph as Language
跳出传统图思维，用超图语言表达复杂关系，LLM建模迎来新范式。
arXiv:2605.21858v1 Announce Type: new Abstract: Large language models (LLMs) have recently shown strong potential in modeling relational structures. H…
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HypergraphFormer: Learning Hypergraphs from LLMs for Editable Floor Plan Generation
利用大语言模型学习超图结构，实现可编辑性更强的平面图自动生成新方法。
arXiv:2605.18932v1 Announce Type: new Abstract: In this work, we propose HypergraphFormer, a novel and efficient approach to floor plan generation bas…
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Show HN: HypergraphZ – directed hypergraph library in Zig with Python bindings
Zig 写的有向超图库，支持学术、生物、金融等多场景复杂关系建模，带 Python 绑定。
Article URL: https://github.com/yamafaktory/hypergraphz Comments URL: https://news.ycombinator.com/item?id=48172202 Points: 1 # Comments: 0
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Hypergraph Enterprise Agentic Reasoner over Heterogeneous Business Systems
用超图本体打破LLM在企业系统中的幻觉与审计困境，HEAR在供应链根因分析上实现94.7%准确率，为多跳、n元推理提供了无需重训的可扩展范式。
arXiv:2605.14259v1 Announce Type: new Abstract: Applying Large Language Models (LLMs) to heterogeneous enterprise systems is hindered by hallucination…