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
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.