Enhancing VAEs for Collaborative Filtering: Flexible Priors & Gating Mechanisms

3 Nov 2019Daeryong KimBongwon Suh

Neural network based models for collaborative filtering have started to gain attention recently. One branch of research is based on using deep generative models to model user preferences where variational autoencoders were shown to produce state-of-the-art results... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Recommendation Systems MovieLens 20M H+Vamp Gated [email protected] 0.41308 # 2
[email protected] 0.55109 # 2
[email protected] 0.44522 # 1
Recommendation Systems Netflix H+Vamp Gated [email protected] 0.37678 # 1
[email protected] 0.46252 # 1
[email protected] 0.40861 # 1

Methods used in the Paper