Pairwise Supervised Hashing with Bernoulli Variational Auto-Encoder and Self-Control Gradient Estimator

Dadaneh Siamak Zamani
Dadaneh Siamak Zamani
Boluki Shahin
Boluki Shahin

UAI, pp. 540-549, 2020.

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Abstract:

Semantic hashing has become a crucial component of fast similarity search in many large-scale information retrieval systems, in particular, for text data. Variational auto-encoders (VAEs) with binary latent variables as hashing codes provide state-of-the-art performance in terms of precision for document retrieval. We propose a pairwise...More

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