Fully hardware-implemented memristor convolutional neural network

Memristive crossbar arrays for brain-inspired computing

(2019) Qiangfei Xia et al.   NATURE MATERIALS

Phase-change heterostructure enables ultralow noise and drift for memory operation

(2019) Keyuan Ding et al.   SCIENCE

Equivalent-accuracy accelerated neural-network training using analogue memory

(2018) Stefano Ambrogio et al.   NATURE

SiGe epitaxial memory for neuromorphic computing with reproducible high performance based on engineered dislocations

(2018) Shinhyun Choi et al.   NATURE MATERIALS

Neuro-Inspired Computing With Emerging Nonvolatile Memorys

(2018) Shimeng Yu   PROCEEDINGS OF THE IEEE

Efficient and self-adaptive in-situ learning in multilayer memristor neural networks

(2018) Can Li et al.   Nature Communications

Sign backpropagation: An on-chip learning algorithm for analog RRAM neuromorphic computing systems

(2018) Qingtian Zhang et al.   NEURAL NETWORKS

Memristor crossbar arrays with 6-nm half-pitch and 2-nm critical dimension

(2018) Shuang Pi et al.   Nature Nanotechnology

Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks

(2017) Yu-Hsin Chen et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

Chaotic dynamics in nanoscale NbO2 Mott memristors for analogue computing

(2017) Suhas Kumar et al.   NATURE

Sparse coding with memristor networks

(2017) Patrick M. Sheridan et al.   Nature Nanotechnology

Face classification using electronic synapses

(2017) Peng Yao et al.   Nature Communications

Improved Synaptic Behavior Under Identical Pulses Using AlOx/HfO2Bilayer RRAM Array for Neuromorphic Systems

(2016) Jiyong Woo et al.   IEEE ELECTRON DEVICE LETTERS

Demonstration of Convolution Kernel Operation on Resistive Cross-Point Array

(2016) Ligang Gao et al.   IEEE ELECTRON DEVICE LETTERS

Unsupervised learning in probabilistic neural networks with multi-state metal-oxide memristive synapses

(2016) Alexander Serb et al.   Nature Communications

Experimental Demonstration and Tolerancing of a Large-Scale Neural Network (165 000 Synapses) Using Phase-Change Memory as the Synaptic Weight Element

(2015) Geoffrey W. Burr et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Training and operation of an integrated neuromorphic network based on metal-oxide memristors

(2015) M. Prezioso et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Memory leads the way to better computing

(2015) H.-S. Philip Wong et al.   Nature Nanotechnology

A 3.1 mW 8b 1.2 GS/s Single-Channel Asynchronous SAR ADC With Alternate Comparators for Enhanced Speed in 32 nm Digital SOI CMOS

(2013) Lukas Kull et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS