no code implementations • 1 Jul 2022 • Wonyoung Shin, Jonghun Park, Taekang Woo, Yongwoo Cho, Kwangjin Oh, Hwanjun Song
Understanding vision and language representations of product content is vital for search and recommendation applications in e-commerce.
1 code implementation • 3 May 2022 • Sangmook Kim, Wonyoung Shin, Soohyuk Jang, Hwanjun Song, Se-Young Yun
Robustness is becoming another important challenge of federated learning in that the data collection process in each client is naturally accompanied by noisy labels.
no code implementations • 14 Aug 2020 • Wonyoung Shin, Jung-Woo Ha, Shengzhe Li, Yongwoo Cho, Hoyean Song, Sunyoung Kwon
Label noise is a critical factor that degrades the generalization performance of deep neural networks, thus leading to severe issues in real-world problems.
Ranked #23 on Image Classification on Clothing1M (using extra training data)
no code implementations • 18 May 2020 • Kyuyong Shin, Wonyoung Shin, Jung-Woo Ha, Sunyoung Kwon
Existing approaches for graph neural networks commonly suffer from the oversmoothing issue, regardless of how neighborhoods are aggregated.