Publications

Hwanjun Song, Minseok Kim, Dongmin Park, Yooju Shin, Jae-Gil Lee (2022). Learning from Noisy Labels with Deep Neural Networks: A Survey (TNNLS 2022). TNNLS.

Minseok Kim, Hwanjun Song, Yooju Shin, Dongmin Park, Kijung Shin, Jae-Gil Lee (2021). Meta-Learning for Online Update of Recommender Systems (AAAI 2022). The AAAI Conference on Artificial Intelligence.

Doyoung Kim, Hyangsuk Min, Youngeun Nam, Hwanjun Song, Susik Yoon, Minseok Kim, Jae-Gil Lee (2021). COVID-EENet: Predicting Fine-Grained Impact of COVID-19 on Local Economies (AAAI 2022). The AAAI Conference on Artificial Intelligence.

Dongmin Park, Hwanjun Song, Minseok Kim, Jae-Gil Lee (2021). Task-Agnostic Undesirable Feature Deactivation Using Out-of-Distribution Data (NeurIPS 2021). NeurIPS.

Hwanjun Song, Minseok Kim, Dongmin Park, Yooju Shin, Jae-Gil Lee (2021). Robust Learning by Self-Transition for Handling Noisy Labels (KDD 2021). KDD.

Minseok Kim, Hwanjun Song, Doyooung Kim, Kijung Shin, Jae-Gil Lee (2020). PREMERE: Meta-Reweighting via Self-Ensembling for Point-of-Interest Recommendation (AAAI 2021). In AAAI.

Hwanjun Song, Minseok Kim, Sundong Kim, Jae-Gil Lee (2020). Carpe Diem, Seize the Samples Uncertain "At the Moment" for Adaptive Batch Selection (CIKM 2020). In CIKM.

Hwanjun Song, Sundong Kim, Minseok Kim, Jae-Gil Lee (2020). Ada-Boundary: Accelerating DNN Training via Adaptive Boundary Batch Selection (Machine Learning 2020, (SCI Expanded, impact factor: 2.672). In Machine Learning.

Video Source Document DOI

Minseok Kim, Junhyeok Kang, Doyoung Kim, Hwanjun Song, Hyangsuk Min, Youngeun Nam, Dongmin Park, Jae-Gil Lee (2020). Hi-COVIDNet: Deep Learning Approach to Predict Inbound COVID-19 Patients and Case Study in South Korea (KDD 2020). In KDD.

Hwanjun Song, Minseok Kim, Dongmin Park, Jae-Gil Lee (2020). How Does Early Stopping Help Generalization against Label Noise? (ICMLW 2020). In ICMLW.

Dongmin Park, Hwanjun Song, Minseok Kim, Jae-Gil Lee (2020). TRAP: Two-level Regularized Autoencoder-based Embedding for Power-law Distributed Data (TheWebConf 2020). In TheWebConf.

Hwanjun Song, Minseok Kim, Jae-Gil Lee (2019). SELFIE: Refurbishing Unclean Samples for Robust Deep Learning (ICML 2019). In ICML.

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