edge computing 1knowledge graph 1multi-hop QA 1named entity recognition 1on-device language models 1retrieval-augmented generation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
SmartRAG: Native Graph-Based RAG for Mobile Device
Zhihan Jiang, Meng Li, Shenghao Liu +6
SmartRAG is an on-device framework that combines a small quantized language model with a graph-based retrieval system and a continually learnable named-entity recognizer to enable…
cs.AI2026
SMoE: An Algorithm-System Co-Design for Pushing MoE to the Edge via Expert Substitution
Guoying Zhu, Meng Li, Haipeng Dai +6
The Mixture of Experts (MoE) architecture has emerged as a key technique for scaling Large Language Models by activating only a subset of experts per query. Deploying MoE on consum…