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2026 顶会论文

作者位次 #2/8ICLR 2026Poster· Applications / Language, Speech and Dialog

LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora

Luyao Zhuang · Shengyuan Chen · Yilin Xiao · Huachi Zhou · Yujing Zhang · Hao Chen · Qinggang Zhang · Xiao Huang

多模态检索与知识OpenReview

作者位次 #4/7ICLR 2026Poster· Applications / Everything Else

When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation

Zhishang Xiang · Chuanjie Wu · Qinggang Zhang · Shengyuan Chen · Zijin Hong · Xiao Huang · Jinsong Su

检索与知识OpenReview

作者位次 #4/9ACL 2026Poster· Natural Language Processing

Query-Aware Knowledge Retrieval via Hyperbolic Structuring

Chuang Zhou · Junnan Dong · Yilin Xiao · Shengyuan Chen · Su Dong · di yin · Xing Sun · Zhaozhuo Xu · Xiao Huang

摘要

Retrieval-Augmented Generation (RAG) has demonstrated significant potential in enhancing large language models (LLMs) by supplementing external knowledge. However, existing approaches focus primarily on retrieving isolated factual knowledge entities while neglecting the critical reasoning relatio...

检索与知识数据与预训练推理OpenReview 项目页

一作AAAI 2026Poster· Artificial Intelligence

You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures

Shengyuan Chen · Chuang Zhou · Zheng Yuan · Qinggang Zhang · Zeyang Cui · Hao Chen · Yilin Xiao · Jiannong Cao · Xiao Huang

检索与知识推理OpenReview

Shengyuan Chen

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2026 顶会论文

LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora

When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation

Query-Aware Knowledge Retrieval via Hyperbolic Structuring

You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures

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