15 citations · 18 across the 3 of their papers we have counts for
3 papers
cs.LG2022
Why self-attention is Natural for Sequence-to-Sequence Problems? A Perspective from Symmetries
Chao Ma, Lexing Ying
In this paper, we show that structures similar to self-attention are natural to learn many sequence-to-sequence problems from the perspective of symmetry. Inspired by language proc…
cs.CL2018★ 3 cited
Joint Neural Entity Disambiguation with Output Space Search
Hamed Shahbazi, Xiaoli Z. Fern, Reza Ghaeini +3
In this paper, we present a novel model for entity disambiguation that combines both local contextual information and global evidences through Limited Discrepancy Search (LDS). Giv…
cs.CV2017★ 15 cited
Visual Question Answering with Memory-Augmented Networks
Chao Ma, Chunhua Shen, Anthony Dick +4
In this paper, we exploit a memory-augmented neural network to predict accurate answers to visual questions, even when those answers occur rarely in the training set. The memory ne…