53 citations · 55 across the 4 of their papers we have counts for
4 papers
Towards Proper Contrastive Self-supervised Learning Strategies For Music Audio Representation
Jeong Choi, Seongwon Jang, Hyunsouk Cho +1
The common research goal of self-supervised learning is to extract a general representation which an arbitrary downstream task would benefit from. In this work, we investigate musi…
Self-Supervised Multimodal Opinion Summarization
Jinbae Im, Moonki Kim, Hoyeop Lee +2
Recently, opinion summarization, which is the generation of a summary from multiple reviews, has been conducted in a self-supervised manner by considering a sampled review as a pse…
CITIES: Contextual Inference of Tail-Item Embeddings for Sequential Recommendation
Seongwon Jang, Hoyeop Lee, Hyunsouk Cho +1
Sequential recommendation techniques provide users with product recommendations fitting their current preferences by handling dynamic user preferences over time. Previous studies h…
MeLU: Meta-Learned User Preference Estimator for Cold-Start Recommendation
Hoyeop Lee, Jinbae Im, Seongwon Jang +2
This paper proposes a recommender system to alleviate the cold-start problem that can estimate user preferences based on only a small number of items. To identify a user's preferen…