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HBF researchPeer reviewedResearch

Catalog record / 2026

A balanced systems study maps HBF opportunities and limits

The authors evaluate where HBF's density can help modern LLM serving and identify the architectural and software challenges that follow from NAND behavior.

Why it matters

It is one of the clearest peer-reviewed treatments of HBF as a tradeoff rather than a universally superior memory tier.

Exact source title

Exploring High-Bandwidth Flash for Modern LLM Inference: Opportunities and Challenges

Authors

Dowon Son, Yonggon Park, Hyunuk Cho, Hyungkyu Ham, Onur Mutlu, Sungjin Lee, Gwangsun Kim, Jisung Park

Tags

LLM inferencetradeoffsNANDsystems

Reading rule

This record preserves the source's maturity label. A roadmap, research result, or announced specification should not be treated as independent evidence of shipping hardware.