1 code implementation • 11 Aug 2023 • Seongmin Park, Mincheol Yoon, Jae-woong Lee, Hogun Park, Jongwuk Lee
Inspired by this analysis, we propose a novel loss function that improves the design of alignment and uniformity considering the unique patterns of datasets called Margin-aware Alignment and Weighted Uniformity (MAWU).
1 code implementation • 22 May 2023 • Jae-woong Lee, Seongmin Park, Mincheol Yoon, Jongwuk Lee
In this paper, we propose Unbiased ConTrastive Representation Learning (uCTRL), optimizing alignment and uniformity functions derived from the InfoNCE loss function for CF models.
1 code implementation • 26 Jul 2022 • Jae-woong Lee, Seongmin Park, Joonseok Lee, Jongwuk Lee
Implicit feedback has been widely used to build commercial recommender systems.
no code implementations • 13 Nov 2019 • Jae-woong Lee, Minjin Choi, Jongwuk Lee, Hyunjung Shim
Knowledge distillation (KD) is a well-known method to reduce inference latency by compressing a cumbersome teacher model to a small student model.