330 citations · 337 across the 4 of their papers we have counts for
4 papers
Attention-based Iterative Decomposition for Tensor Product Representation
Taewon Park, Inchul Choi, Minho Lee
In recent research, Tensor Product Representation (TPR) is applied for the systematic generalization task of deep neural networks by learning the compositional structure of data. H…
Discrete Dictionary-based Decomposition Layer for Structured Representation Learning
Taewon Park, Hyun-Chul Kim, Minho Lee
Neuro-symbolic neural networks have been extensively studied to integrate symbolic operations with neural networks, thereby improving systematic generalization. Specifically, Tenso…
Experimentally realized in situ backpropagation for deep learning in nanophotonic neural networks
Sunil Pai, Zhanghao Sun, Tyler W. Hughes +11
Neural networks are widely deployed models across many scientific disciplines and commercial endeavors ranging from edge computing and sensing to large-scale signal processing in d…
Distributed Associative Memory Network with Memory Refreshing Loss
Taewon Park, Inchul Choi, Minho Lee
Despite recent progress in memory augmented neural network (MANN) research, associative memory networks with a single external memory still show limited performance on complex rela…