86 citations · 86 across the 3 of their papers we have counts for
3 papers
Structured Memory for Edge Language Models: Persistent Context and Corpus Retrieval via O(1) SSM State Injection
Anusha Madan Gopal, Aras Pirbadian, Kristofor D. Carlson +2
Retrieval-augmented generation (RAG) imposes a prefill cost proportional to retrieved context length, and -- with Transformer backbones -- a KV-cache that grows with each generated…
A Digital Neuromorphic Architecture Efficiently Facilitating Complex Synaptic Response Functions Applied to Liquid State Machines
Michael R. Smith, Aaron J. Hill, Kristofor D. Carlson +7
Information in neural networks is represented as weighted connections, or synapses, between neurons. This poses a problem as the primary computational bottleneck for neural network…
Neurogenesis Deep Learning
Timothy J. Draelos, Nadine E. Miner, Christopher C. Lamb +6
Neural machine learning methods, such as deep neural networks (DNN), have achieved remarkable success in a number of complex data processing tasks. These methods have arguably had…