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Sungnyun Kim
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MixCo: Mix-up Contrastive Learning for Visual Representation
S Kim*, G Lee*, S Bae*, SY Yun
NeurIPS Workshop on Self-Supervised Learning: Theory and Practice, 2020
622020
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty
J Oh*, S Kim*, N Ho*, JH Kim, H Song, SY Yun
Advances in Neural Information Processing Systems 35, 2622-2636, 2022
252022
Self-Contrastive Learning: Single-Viewed Supervised Contrastive Framework Using Sub-network
S Bae*, S Kim*, J Ko, G Lee, S Noh, SY Yun
Proceedings of the AAAI Conference on Artificial Intelligence 37 (1), 197-205, 2023
72023
ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning
J Oh*, S Kim*, N Ho*, JH Kim, H Song, SY Yun
Proceedings of the 31st ACM International Conference on Information ¡¦, 2022
72022
Recycle-and-Distill: Universal Compression Strategy for Transformer-based Speech SSL Models with Attention Map Reusing and Masking Distillation
K Jang*, S Kim*, SY Yun, H Kim
Proceedings of Interspeech, 2023
52023
Coreset Sampling from Open-Set for Fine-Grained Self-Supervised Learning
S Kim*, S Bae*, SY Yun
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern ¡¦, 2023
52023
DiffBlender: Scalable and Composable Multimodal Text-to-Image Diffusion Models
S Kim, J Lee, K Hong, D Kim, N Ahn
arXiv preprint arXiv:2305.15194, 2023
42023
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
S Bae, JW Kim, WY Cho, H Baek, S Son, B Lee, C Ha, K Tae, S Kim*, ...
Proceedings of Interspeech, 2023
4*2023
Calibration of Few-Shot Classification Tasks: Mitigating Misconfidence From Distribution Mismatch
S Kim, SY Yun
IEEE Access 10, 53894-53908, 2022
3*2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation
Y Kim*, J Oh*, S Kim, SY Yun
ICML Workshop on Updatable Machine Learning, 2022
32022
DistiLLM: Towards Streamlined Distillation for Large Language Models
J Ko, S Kim, T Chen, SY Yun
arXiv preprint arXiv:2402.03898, 2024
12024
STaR: Distilling Speech Temporal Relation for Lightweight Speech Self-Supervised Learning Models
K Jang, S Kim, H Kim
IEEE International Conference on Acoustics, Speech, and Signal Processing, 2024
12024
Real-time and Explainable Detection of Epidemics with Global News Data
S Kim*, J Shin*, S Eom, J Oh, SY Yun
Workshop on Healthcare AI and COVID-19, 73-90, 2022
2022
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