Yongjin Byun

Hardware realization of memory-augmented neural networks using multi-level RRAM arrays.

We present a hardware parameterized simulation of a memory-augmented neural network (MANN) using multi-level RRAM crossbar arrays with precise analog programmability. MANNs enable rapid learning from limited data, but conventional architectures suffer from data-movement bottlenecks in similarity-based retrieval. To ove...