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20222026
most citedBreaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation

1 citations · 2 across the 9 of their papers we have counts for

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cs.IR2025

LiCoMemory: Lightweight and Cognitive Agentic Memory for Efficient Long-Term Reasoning

Zhengjun Huang, Zhoujin Tian, Qintian Guo +5

Large Language Model (LLM) agents exhibit remarkable conversational and reasoning capabilities but remain constrained by limited context windows and the lack of persistent memory.…

cs.IR2025

EraRAG: Efficient and Incremental Retrieval Augmented Generation for Growing Corpora

Fangyuan Zhang, Zhengjun Huang, Yingli Zhou +6

Graph-based Retrieval-Augmented Generation (Graph-RAG) enhances large language models (LLMs) by structuring retrieval over an external corpus. However, existing approaches typicall…