Robust Inference via Generative Classifiers for Handling Noisy Labels. - Kimin Lee; Sukmin Yun; Kibok Lee 003; Honglak Lee; Bo Li 026; Jinwoo Shin (ICML, 2019)

Regularizing Class-Wise Predictions via Self-Knowledge Distillation. - Sukmin Yun; Jongjin Park; Kimin Lee; Jinwoo Shin (CVPR, 2020)

Patch-level Representation Learning for Self-supervised Vision Transformers. - Sukmin Yun; Hankook Lee; Jaehyung Kim 001; Jinwoo Shin (CVPR, 2022)

OpenCoS: Contrastive Semi-supervised Learning for Handling Open-Set Unlabeled Data. - Jongjin Park; Sukmin Yun; Jongheon Jeong; Jinwoo Shin (ECCV Workshops (2), 2022)

TSPipe: Learn from Teacher Faster with Pipelines. - Hwijoon Lim; Yechan Kim; Sukmin Yun; Jinwoo Shin; Dongsu Han (ICML, 2022)

Time Is MattEr: Temporal Self-supervision for Video Transformers. - Sukmin Yun; Jaehyung Kim 001; Dongyoon Han; Hwanjun Song; Jung-Woo Ha 001; Jinwoo Shin (ICML, 2022)

IFSeg: Image-free Semantic Segmentation via Vision-Language Model. - Sukmin Yun; Seong Hyeon Park; Paul Hongsuck Seo; Jinwoo Shin (CVPR, 2023)

Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs. - Woomin Song; Seunghyuk Oh; Sangwoo Mo; Jaehyung Kim 001; Sukmin Yun; Jung-Woo Ha 001; Jinwoo Shin (ICLR, 2024)

TrackIME: Enhanced Video Point Tracking via Instance Motion Estimation. - Seong Hyeon Park; Huiwon Jang; Byungwoo Jeon; Sukmin Yun; Paul Hongsuck Seo; Jinwoo Shin (NeurIPS, 2024)

Web2Code: A Large-scale Webpage-to-Code Dataset and Evaluation Framework for Multimodal LLMs. - Sukmin Yun; Haokun Lin; Rusiru Thushara; Mohammad Qazim Bhat; Yongxin Wang; Zutao Jiang; Mingkai Deng; Jinhong Wang; Tianhua Tao; Junbo Li; Haonan Li 002; Preslav Nakov; et al. (NeurIPS, 2024)

DMT-JEPA: Discriminative Masked Targets for Joint-Embedding Predictive Architecture. - Shentong Mo; Sukmin Yun (CoRR, 2024)

Tabular Transfer Learning via Prompting LLMs. - Jaehyun Nam; Woomin Song; Seong Hyeon Park; Jihoon Tack; Sukmin Yun; Jaehyung Kim 001; Kyu Hwan Oh; Jinwoo Shin (CoRR, 2024)

PPT: Patch Order Do Matters In Time Series Pretext Task. - Jaeho Kim; Kwangryeol Park; Sukmin Yun; Seulki Lee (ICLR, 2025)