On the Status, Requirements, and Expectations of Neuro-Inspired High-Performance Computing
Research output: Contribution to book/Conference proceedings/Anthology/Report › Conference contribution › Contributed › peer-review
Contributors
Abstract
Neuro-inspired integrated circuits in 2026 are a future high-performance computing (HPC) technology, seemingly ready for industrialization. We consider them as hardware AI with support for traditional algorithms commonly used in HPC. However, the community needs to determine whether these proofs of concept translate into readily usable HPC stacks. On the hardware side, we may have to cherry-pick the best suitable neuro-inspired features and combine them with, e.g., sufficiently fast interconnects and programmability to actually outperform current HPC systems. In addition, we need to adapt algorithms and software to make onboarding easier for users. Performance and energy efficiency are two significant concerns driving capital and operational expenses, returns on investment, and, hence, the deployment of HPC systems. However, they are not exclusive. IT security, multi-tenancy, and spare parts are just a few examples that may seem mundane from a neuromorphic perspective, but are mandatory for HPC systems. The following paper presents the perspective of a highperformance computing center eager to adopt promising neuroinspired technologies and to serve the academic and industrial communities. We conclude with a call to action.
Details
| Original language | English |
|---|---|
| Title of host publication | 2026 IEEE Neuro-Inspired Computational Elements, NICE 2026 - Proceedings |
| Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
| ISBN (electronic) | 979-8-3315-5158-2 |
| ISBN (print) | 979-8-3315-5159-9 |
| Publication status | Published - Jun 2026 |
| Peer-reviewed | Yes |
Workshop
| Title | 13th Annual IEEE Neuro-Inspired Computational Elements Conference |
|---|---|
| Abbreviated title | NICE 2026 |
| Conference number | 13 |
| Duration | 24 - 26 March 2026 |
| Website | |
| Location | Georgia Institute of Technology |
| City | Atlanta |
| Country | United States of America |
Keywords
Sustainable Development Goals
ASJC Scopus subject areas
Keywords
- AI, brain-inspired, drug-discovery, engineering, high-performance computing, HPC, neuro-inspired, neuromorphic