3 papers
cs.LG2018
Vector Learning for Cross Domain Representations
Shagan Sah, Chi Zhang, Thang Nguyen +3
Recently, generative adversarial networks have gained a lot of popularity for image generation tasks. However, such models are associated with complex learning mechanisms and deman…
cs.LG2018
Batch-normalized Recurrent Highway Networks
Chi Zhang, Thang Nguyen, Shagan Sah +3
Gradient control plays an important role in feed-forward networks applied to various computer vision tasks. Previous work has shown that Recurrent Highway Networks minimize the pro…
cs.CL2018
Semantic Sentence Embeddings for Paraphrasing and Text Summarization
Chi Zhang, Shagan Sah, Thang Nguyen +4
This paper introduces a sentence to vector encoding framework suitable for advanced natural language processing. Our latent representation is shown to encode sentences with common…