2 papers
cs.LG2022
PathSAGE: Spatial Graph Attention Neural Networks With Random Path Sampling
Junhua Ma, Jiajun Li, Xueming Li +1
Graph Convolutional Networks (GCNs) achieve great success in non-Euclidean structure data processing recently. In existing studies, deeper layers are used in CCNs to extract deeper…
cs.CL2022
Integrating Dependency Tree Into Self-attention for Sentence Representation
Junhua Ma, Jiajun Li, Yuxuan Liu +2
Recent progress on parse tree encoder for sentence representation learning is notable. However, these works mainly encode tree structures recursively, which is not conducive to par…