A.R. De Pierro
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View article: The neurobench framework for benchmarking neuromorphic computing algorithms and systems
The neurobench framework for benchmarking neuromorphic computing algorithms and systems Open
View article: Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity
Accelerating Linear Recurrent Neural Networks for the Edge with Unstructured Sparsity Open
Linear recurrent neural networks enable powerful long-range sequence modeling with constant memory usage and time-per-token during inference. These architectures hold promise for streaming applications at the edge, but deployment in resour…
View article: Solving QUBO on the Loihi 2 Neuromorphic Processor
Solving QUBO on the Loihi 2 Neuromorphic Processor Open
In this article, we describe an algorithm for solving Quadratic Unconstrained Binary Optimization problems on the Intel Loihi 2 neuromorphic processor. The solver is based on a hardware-aware fine-grained parallel simulated annealing algor…
View article: Optimization of a Hydrodynamic Computational Reservoir through Evolution
Optimization of a Hydrodynamic Computational Reservoir through Evolution Open
As demand for computational resources reaches unprecedented levels, research is expanding into the use of complex material substrates for computing. In this study, we interface with a model of a hydrodynamic system, under development by a …