Search Results - "Gallo, Manuel Le"

Memory devices and applications for in-memory computing by Sebastian, Abu, Le Gallo, Manuel, Khaddam-Aljameh, Riduan, Eleftheriou, Evangelos

“…Traditional von Neumann computing systems involve separate processing and memory units. However, data movement is costly in terms of time and energy and this…”
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Accurate deep neural network inference using computational phase-change memory by Joshi, Vinay, Le Gallo, Manuel, Haefeli, Simon, Boybat, Irem, Nandakumar, S. R., Piveteau, Christophe, Dazzi, Martino, Rajendran, Bipin, Sebastian, Abu, Eleftheriou, Evangelos

“…In-memory computing using resistive memory devices is a promising non-von Neumann approach for making energy-efficient deep learning inference hardware…”
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Robust high-dimensional memory-augmented neural networks by Karunaratne, Geethan, Schmuck, Manuel, Le Gallo, Manuel, Cherubini, Giovanni, Benini, Luca, Sebastian, Abu, Rahimi, Abbas

“…Traditional neural networks require enormous amounts of data to build their complex mappings during a slow training procedure that hinders their abilities for…”
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Subthreshold electrical transport in amorphous phase-change materials by Gallo, Manuel Le, Kaes, Matthias, Sebastian, Abu, Krebs, Daniel

“…Chalcogenide-based phase-change materials play a prominent role in information technology. In spite of decades of research, the details of electrical transport…”
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Experimental validation of state equations and dynamic route maps for phase change memristive devices by Marrone, Francesco, Secco, Jacopo, Kersting, Benedikt, Le Gallo, Manuel, Corinto, Fernando, Sebastian, Abu, Chua, Leon O.

“…Phase Change Memory (PCM) is an emerging technology exploiting the rapid and reversible phase transition of certain chalcogenides to realize nanoscale memory…”
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A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory Computing by Ferro, Elena, Vasilopoulos, Athanasios, Lammie, Corey, Gallo, Manuel Le, Benini, Luca, Boybat, Irem, Sebastian, Abu

“…Analog In-Memory Computing (AIMC) is an emerging technology for fast and energy-efficient Deep Learning (DL) inference. However, a certain amount of digital…”
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Crystal growth within a phase change memory cell by Sebastian, Abu, Le Gallo, Manuel, Krebs, Daniel

“…In spite of the prominent role played by phase change materials in information technology, a detailed understanding of the central property of such materials,…”
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Compressed Sensing With Approximate Message Passing Using In-Memory Computing by Le Gallo, Manuel, Sebastian, Abu, Cherubini, Giovanni, Giefers, Heiner, Eleftheriou, Evangelos

“…In-memory computing is a promising non-von Neumann approach where certain computational tasks are performed within resistive memory units by exploiting their…”
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Memristive technologies for data storage, computation, encryption, and radio-frequency communication by Lanza, Mario, Sebastian, Abu, Lu, Wei D, Le Gallo, Manuel, Chang, Meng-Fan, Akinwande, Deji, Puglisi, Francesco M, Alshareef, Husam N, Liu, Ming, Roldan, Juan B

“…Memristive devices, which combine a resistor with memory functions such that voltage pulses can change their resistance (and hence their memory state) in a…”
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Monatomic phase change memory by Salinga, Martin, Kersting, Benedikt, Ronneberger, Ider, Jonnalagadda, Vara Prasad, Vu, Xuan Thang, Le Gallo, Manuel, Giannopoulos, Iason, Cojocaru-Mirédin, Oana, Mazzarello, Riccardo, Sebastian, Abu

“…Phase change memory has been developed into a mature technology capable of storing information in a fast and non-volatile way 1 – 3 , with potential for…”
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Neuromorphic computing with multi-memristive synapses by Boybat, Irem, Le Gallo, Manuel, Nandakumar, S. R., Moraitis, Timoleon, Parnell, Thomas, Tuma, Tomas, Rajendran, Bipin, Leblebici, Yusuf, Sebastian, Abu, Eleftheriou, Evangelos

“…Neuromorphic computing has emerged as a promising avenue towards building the next generation of intelligent computing systems. It has been proposed that…”
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Temporal correlation detection using computational phase-change memory by Sebastian, Abu, Tuma, Tomas, Papandreou, Nikolaos, Le Gallo, Manuel, Kull, Lukas, Parnell, Thomas, Eleftheriou, Evangelos

“…Conventional computers based on the von Neumann architecture perform computation by repeatedly transferring data between their physically separated processing…”
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Experimental Demonstration of Supervised Learning in Spiking Neural Networks with Phase-Change Memory Synapses by Nandakumar, S. R., Boybat, Irem, Le Gallo, Manuel, Eleftheriou, Evangelos, Sebastian, Abu, Rajendran, Bipin

“…Spiking neural networks (SNN) are computational models inspired by the brain’s ability to naturally encode and process information in the time domain. The…”
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Detecting Correlations Using Phase-Change Neurons and Synapses by Tuma, Tomas, Le Gallo, Manuel, Sebastian, Abu, Eleftheriou, Evangelos

“…As the conventional von Neumann-based computational architectures reach their scalability and performance limits, alternative computational frameworks inspired…”
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In-memory computing on a photonic platform by Ríos, Carlos, Youngblood, Nathan, Cheng, Zengguang, Le Gallo, Manuel, Pernice, Wolfram H P, Wright, C David, Sebastian, Abu, Bhaskaran, Harish

“…Collocated data processing and storage are the norm in biological computing systems such as the mammalian brain. As our ability to create better hardware…”
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HERMES-Core-A 1.59-TOPS/mm2 PCM on 14-nm CMOS In-Memory Compute Core Using 300-ps/LSB Linearized CCO-Based ADCs by Khaddam-Aljameh, Riduan, Stanisavljevic, Milos, Fornt Mas, Jordi, Karunaratne, Geethan, Brandli, Matthias, Liu, Feng, Singh, Abhairaj, Muller, Silvia M., Egger, Urs, Petropoulos, Anastasios, Antonakopoulos, Theodore, Brew, Kevin, Choi, Samuel, Ok, Injo, Lie, Fee Li, Saulnier, Nicole, Chan, Victor, Ahsan, Ishtiaq, Narayanan, Vijay, Nandakumar, S. R., Le Gallo, Manuel, Francese, Pier Andrea, Sebastian, Abu, Eleftheriou, Evangelos

“…We present a 256 <inline-formula> <tex-math notation="LaTeX">\times </tex-math></inline-formula> 256 in-memory compute (IMC) core designed and fabricated in…”
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Mechanism and Impact of Bipolar Current Voltage Asymmetry in Computational Phase-Change Memory by Sarwat, Syed Ghazi, Le Gallo, Manuel, Bruce, Robert L, Brew, Kevin, Kersting, Benedikt, Jonnalagadda, Vara Prasad, Ok, Injo, Saulnier, Nicole, BrightSky, Matthew, Sebastian, Abu

“…Nanoscale resistive memory devices are being explored for neuromorphic and in-memory computing. However, non-ideal device characteristics of read noise and…”
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Neuromorphic computing using non-volatile memory by Burr, Geoffrey W., Shelby, Robert M., Sebastian, Abu, Kim, Sangbum, Kim, Seyoung, Sidler, Severin, Virwani, Kumar, Ishii, Masatoshi, Narayanan, Pritish, Fumarola, Alessandro, Sanches, Lucas L., Boybat, Irem, Le Gallo, Manuel, Moon, Kibong, Woo, Jiyoo, Hwang, Hyunsang, Leblebici, Yusuf

“…Dense crossbar arrays of non-volatile memory (NVM) devices represent one possible path for implementing massively-parallel and highly energy-efficient…”
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Measurement of Onset of Structural Relaxation in Melt‐Quenched Phase Change Materials by Kersting, Benedikt, Sarwat, Syed Ghazi, Le Gallo, Manuel, Brew, Kevin, Walfort, Sebastian, Saulnier, Nicole, Salinga, Martin, Sebastian, Abu

“…Chalcogenide phase change materials enable non‐volatile, low‐latency storage‐class memory. They are also being explored for new forms of computing such as…”
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Hardware implementation of memristor-based artificial neural networks by Aguirre, Fernando, Sebastian, Abu, Le Gallo, Manuel, Song, Wenhao, Wang, Tong, Yang, J. Joshua, Lu, Wei, Chang, Meng-Fan, Ielmini, Daniele, Yang, Yuchao, Mehonic, Adnan, Kenyon, Anthony, Villena, Marco A., Roldán, Juan B., Wu, Yuting, Hsu, Hung-Hsi, Raghavan, Nagarajan, Suñé, Jordi, Miranda, Enrique, Eltawil, Ahmed, Setti, Gianluca, Smagulova, Kamilya, Salama, Khaled N., Krestinskaya, Olga, Yan, Xiaobing, Ang, Kah-Wee, Jain, Samarth, Li, Sifan, Alharbi, Osamah, Pazos, Sebastian, Lanza, Mario

“…Artificial Intelligence (AI) is currently experiencing a bloom driven by deep learning (DL) techniques, which rely on networks of connected simple computing…”
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