Search Results for author: Gavin Parpart

Found 3 papers, 0 papers with code

Implementing and Benchmarking the Locally Competitive Algorithm on the Loihi 2 Neuromorphic Processor

no code implementations25 Jul 2023 Gavin Parpart, Sumedh R. Risbud, Garrett T. Kenyon, Yijing Watkins

Neuromorphic processors have garnered considerable interest in recent years for their potential in energy-efficient and high-speed computing.

Benchmarking

Dictionary Learning with Accumulator Neurons

no code implementations30 May 2022 Gavin Parpart, Carlos Gonzalez, Terrence C. Stewart, Edward Kim, Jocelyn Rego, Andrew O'Brien, Steven Nesbit, Garrett T. Kenyon, Yijing Watkins

The Locally Competitive Algorithm (LCA) uses local competition between non-spiking leaky integrator neurons to infer sparse representations, allowing for potentially real-time execution on massively parallel neuromorphic architectures such as Intel's Loihi processor.

Dictionary Learning

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