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cs.LG2024
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…
cs.LG2024
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…
cs.LG2020★ 7 cited
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…