175 citations · 483 across the 7 of their papers we have counts for
7 papers
Roadmap to Neuromorphic Computing with Emerging Technologies
Adnan Mehonic, Daniele Ielmini, Kaushik Roy +50
The roadmap is organized into several thematic sections, outlining current computing challenges, discussing the neuromorphic computing approach, analyzing mature and currently util…
Tree-based machine learning performed in-memory with memristive analog CAM
Giacomo Pedretti, Catherine E. Graves, Can Li +5
Tree-based machine learning techniques, such as Decision Trees and Random Forests, are top performers in several domains as they do well with limited training datasets and offer im…
In-memory eigenvector computation in time O(1)
Zhong Sun, Giacomo Pedretti, Elia Ambrosi +2
In-memory computing with crosspoint resistive memory arrays has gained enormous attention to accelerate the matrix-vector multiplication in the computation of data-centric applicat…
Time complexity of in-memory solution of linear systems
Zhong Sun, Giacomo Pedretti, Piergiulio Mannocci +3
In-memory computing with crosspoint resistive memory arrays has been shown to accelerate data-centric computations such as the training and inference of deep neural networks, thank…
One-step regression and classification with crosspoint resistive memory arrays
Zhong Sun, Giacomo Pedretti, Alessandro Bricalli +1
Machine learning has been getting a large attention in the recent years, as a tool to process big data generated by ubiquitous sensors in our daily life. High speed, low energy com…
Self-organizing memristive nanowire networks with structural plasticity emulate biological neuronal circuits
Gianluca Milano, Giacomo Pedretti, Matteo Fretto +5
Acting as artificial synapses, two-terminal memristive devices are considered fundamental building blocks for the realization of artificial neural networks. Organized into large ar…
Analog content addressable memories with memristors
Can Li, Catherine E. Graves, Xia Sheng +4
A content-addressable-memory compares an input search word against all rows of stored words in an array in a highly parallel manner. While supplying a very powerful functionality f…