13 citations · 20 across the 9 of their papers we have counts for
4 papers · 1 filter
Sparse Lifting of Dense Vectors: Unifying Word and Sentence Representations
Wenye Li, Senyue Hao
As the first step in automated natural language processing, representing words and sentences is of central importance and has attracted significant research attention. Different ap…
An Augmented Transformer Architecture for Natural Language Generation Tasks
Hailiang Li, Adele Y. C. Wang, Yang Liu +3
The Transformer based neural networks have been showing significant advantages on most evaluations of various natural language processing and other sequence-to-sequence tasks due t…
Modeling Winner-Take-All Competition in Sparse Binary Projections
Wenye Li
Inspired by the advances in biological science, the study of sparse binary projection models has attracted considerable recent research attention. The models project dense input sa…
AuxBlocks: Defense Adversarial Example via Auxiliary Blocks
Yueyao Yu, Pengfei Yu, Wenye Li
Deep learning models are vulnerable to adversarial examples, which poses an indisputable threat to their applications. However, recent studies observe gradient-masking defenses are…