# The role of neuromorphic principles in the future of biomedicine and healthcare

arXiv: https://arxiv.org/abs/2603.27716 · HTML: https://mlsanity.com/paper/2603.27716/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 8 of its 140 references that are in the map.
- First posted on arXiv 29 Mar 2026.

## Builds on (most cited first, 8 of 8)

- [Large-Scale Neuromorphic Spiking Array Processors: A quest to mimic the brain](https://mlsanity.com/paper/1805.08932/) (2018)
- [An electronic neuromorphic system for real-time detection of High Frequency Oscillations (HFOs) in intracranial EEG](https://mlsanity.com/paper/2009.11245/) (2020)
- [Solving Sparse Finite Element Problems on Neuromorphic Hardware](https://mlsanity.com/paper/2501.10526/) (2025)
- [Noise-Aware Training of Neuromorphic Dynamic Device Networks](https://mlsanity.com/paper/2401.07387/) (2024)
- [Neuromorphic scaling advantages for energy-efficient random walk computation](https://mlsanity.com/paper/2107.13057/) (2021)
- [Neuromorphic Computing: A Theoretical Framework for Time, Space, and Energy Scaling](https://mlsanity.com/paper/2507.17886/) (2025)
- [Real-time Sub-milliwatt Epilepsy Detection Implemented on a Spiking Neural Network Edge Inference Processor](https://mlsanity.com/paper/2410.16613/) (2024)
- [Leveraging Tactile Sensors for Low Latency Embedded Smart Hands for Prosthetic and Robotic Applications](https://mlsanity.com/paper/2203.15069/) (2022)

## Built on by (most cited first, 1 of 1)

- [NeuroAI and Beyond: Bridging Between Advances in Neuroscience and Artificial Intelligence](https://mlsanity.com/paper/2604.18637/) (2026)

## Abstract (arXiv)

Neuromorphic engineering has matured over the past four decades and is currently experiencing explosive growth with the potential to transform biomedical engineering and neurotechnologies. Participants at the Neuromorphic Principles in Biomedicine and Healthcare (NPBH) Workshop (October 2024) -- representing a broad cross-section of the community, including early-career and established scholars, engineers, scientists, clinicians, industry, and funders -- convened to discuss the state of the field, current and future challenges, and strategies for advancing neuromorphic research and development for biomedical applications. Publicly approved recordings with transcripts (https://2024.neuro-med.org/program/session-video-and-transcripts) and slides (https://2024.neuro-med.org/program/session-slides) can be found at the workshop website.