# A Theoretical Framework for Neuromorphic Technology?

- Show: [EE Times Current](https://hardwarepodcasts.com/podcast/ee-times-current)
- Published: 2025-10-03
- Length: 55m
- Page: https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology
- Listen: https://podcast.show/aspencore/episode/148718842/

## Summary

Dr. Brad Aimone of Sandia National Laboratories discusses his proposed theoretical framework for neuromorphic engineering, explaining why large-scale platforms like Intel's Loihi 2 and Spinnaker 2 are suited for Monte Carlo simulations and iterative algorithms rather than dense linear algebra. He argues that the non-Von Neumann, event-driven nature of neuromorphic hardware imposes constraints that require intentional algorithm design, where the algorithm is encoded in the hardware circuitry itself. The episode also features commentary from Professor Ralph Etienne-Cummings of Johns Hopkins University on the importance of theoretical bounds and the role of adult neurogenesis in preventing catastrophic forgetting.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=0) Introduction and Brad Aimone's Background
- [5:30](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=330) Adult Neurogenesis and Novelty Encoding
- [11:29](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=689) Neuromorphic Monte Carlo Simulations
- [16:56](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=1016) Theoretical Framework: Algorithm as Hardware
- [26:42](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=1602) Energy Efficiency and Event-Driven Computation
- [32:16](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=1936) Scaling to Large Platforms like Loihi 2
- [35:27](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=2127) Commentary on Neurogenesis and Sparsity
- [49:10](https://hardwarepodcasts.com/podcast/ee-times-current/2025-10-03-a-theoretical-framework-for-neuromorphic-technology#t=2950) Need for Formal Theory and Complexity Bounds

## Topics

- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Microcontrollers & dev platforms](https://hardwarepodcasts.com/topic/microcontrollers-and-platforms)
- [Chips, FPGAs & semiconductors](https://hardwarepodcasts.com/topic/chips-and-fpgas)
- [Careers & education](https://hardwarepodcasts.com/topic/engineering-careers-and-education)

## Most relevant to

large enterprises

## Mentioned

- Sandia National Laboratories (company)
- Intel (company)
- Loihi 2 (chip)
- Spinnaker 2 (chip)
- TrueNorth (chip)
- Liuhi (chip)
- Salk Institute (company)
- Johns Hopkins University (company)
- University College London (company)
- Czech Technical University in Prague (company)

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- [511: Forty Trillion Divides](https://hardwarepodcasts.com/podcast/embedded-fm/2025-10-02-511-forty-trillion-divides) (Embedded.fm)
- [110. The Future of Neurology: Neural Interfaces Countering Neural Diseases](https://hardwarepodcasts.com/podcast/the-next-byte-podcast/2023-02-21-110-the-future-of-neurology-neural-interfaces-countering-neural-diseases) (The Next Byte Podcast)
- [Armstrong, Camenzind & Museums - Outstanding Oneirophoros Obituaries](https://hardwarepodcasts.com/podcast/the-amp-hour/2012-08-27-armstrong-camenzind-museums-outstanding-oneirophoros-obituaries) (The Amp Hour)
- [Episode 85: OpenAI leaves AI Silicon in the Dust](https://hardwarepodcasts.com/podcast/the-circuit/2024-09-16-episode-85-openai-leaves-ai-silicon-in-the-dust) (The Circuit)

## Citing this page

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