HBFSim is presented, an LLM-aware event-driven simulator for heterogeneous HBM+HBF memory systems that preserves application-level memory semantics while modeling flash-internal behavior and models HBM, HBF with host-managed flash translation, and conventional capacity tiers in one simulation driven by a calibrated ser...
Jin-Heng Li, Guo-Sheng Wang, Hong-Chao Du et al.· 0 citations
Erasure coding provides efficient fault tolerance for large-scale distributed storage systems. However, its data repair process is well-known to be resource-intensive. We find that conventional host-centric, TCP-based repair architectures suffer from severe resource contention. Even in high-bandwidth networks, such int...
Integrating Knowledge Graphs (KGs) into Retrieval-Augmented Generation (RAG) can substantially improve LLM performance on complex question answering (QA) by reducing hallucinations and supplying structured context. However, building high-quality KGs over large corpora for edge scenarios is challenging: cloud-based proc...
Yuyu Du, Ju-Xin Niu, Chun Jason Xue et al.· IEEE International Conferenc...· 0 citations
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