HBF researchPeer reviewedResearch
Catalog record / 2026
Hardware-managed tiering joins HBM and high-bandwidth flash
A hardware-managed heterogeneous memory proposal that studies how data can move between HBM and high-bandwidth flash during LLM inference.
Why it matters
It addresses a central unresolved system question: who manages placement and migration when HBF and HBM coexist.
Exact source title
Hardware-Managed Heterogeneous High-Bandwidth Memory and Flash in LLM Inference Systems
Authors
Hakam Atassi, Noa Zilberman, Amro Awad
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.