Addressing Feature Imbalance in Sound Source Separation

no code implementations • 11 Sep 2023 • Jaechang Kim, Jeongyeon Hwang, Soheun Yi, Jaewoong Cho, Jungseul Ok

Neural networks often suffer from a feature preference problem, where they tend to overly rely on specific features to solve a task while disregarding other features, even if those neglected features are essential for the task.

Mini-Batch Optimization of Contrastive Loss

1 code implementation • 12 Jul 2023 • Jaewoong Cho, Kartik Sreenivasan, Keon Lee, Kyunghoo Mun, Soheun Yi, Jeong-Gwan Lee, Anna Lee, Jy-yong Sohn, Dimitris Papailiopoulos, Kangwook Lee

Contrastive learning has gained significant attention as a method for self-supervised learning.

Contrastive Learning Self-Supervised Learning