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Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo


Mar 30, 2022
Chaoning Zhang, Kang Zhang, Trung X. Pham, Axi Niu, Zhinan Qiao, Chang D. Yoo, In So Kweon

* Accepted by CVPR2022 

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How Does SimSiam Avoid Collapse Without Negative Samples? A Unified Understanding with Self-supervised Contrastive Learning


Mar 30, 2022
Chaoning Zhang, Kang Zhang, Chenshuang Zhang, Trung X. Pham, Chang D. Yoo, In So Kweon

* accepted on ICLR 2022 

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SoftGroup for 3D Instance Segmentation on Point Clouds


Mar 03, 2022
Thang Vu, Kookhoi Kim, Tung M. Luu, Xuan Thanh Nguyen, Chang D. Yoo

* To appear in CVPR 2022 

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Noise Augmentation Is All You Need For FGSM Fast Adversarial Training: Catastrophic Overfitting And Robust Overfitting Require Different Augmentation


Feb 11, 2022
Chaoning Zhang, Kang Zhang, Axi Niu, Chenshuang Zhang, Jiu Feng, Chang D. Yoo, In So Kweon


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GDCA: GAN-based single image super resolution with Dual discriminators and Channel Attention


Nov 09, 2021
Thanh Nguyen, Hieu Hoang, Chang D. Yoo

* Korean Association of Artificial Intelligence 2019 

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Hindsight Goal Ranking on Replay Buffer for Sparse Reward Environment


Oct 28, 2021
Tung M. Luu, Chang D. Yoo

* IEEE Access 2021 

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Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold


Sep 23, 2021
Junghyun Lee, Gwangsu Kim, Matt Olfat, Mark Hasegawa-Johnson, Chang D. Yoo

* 23 pages, 18 figures 

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Self-supervised Learning with Local Attention-Aware Feature


Aug 01, 2021
Trung X. Pham, Rusty John Lloyd Mina, Dias Issa, Chang D. Yoo

* 5 pages, 4 figures 

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Structured Co-reference Graph Attention for Video-grounded Dialogue


Mar 24, 2021
Junyeong Kim, Sunjae Yoon, Dahyun Kim, Chang D. Yoo

* Accepted to AAAI2021 

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Sample-efficient Reinforcement Learning Representation Learning with Curiosity Contrastive Forward Dynamics Model


Mar 15, 2021
Thanh Nguyen, Tung M. Luu, Thang Vu, Chang D. Yoo


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Robust MAML: Prioritization task buffer with adaptive learning process for model-agnostic meta-learning


Mar 15, 2021
Thanh Nguyen, Tung Luu, Trung Pham, Sanzhar Rakhimkul, Chang D. Yoo


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Semantic Grouping Network for Video Captioning


Feb 03, 2021
Hobin Ryu, Sunghun Kang, Haeyong Kang, Chang D. Yoo

* AAAI 2021 

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SCNet: Training Inference Sample Consistency for Instance Segmentation


Dec 18, 2020
Thang Vu, Haeyong Kang, Chang D. Yoo

* To appear in AAAI 2021 

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VLANet: Video-Language Alignment Network for Weakly-Supervised Video Moment Retrieval


Aug 24, 2020
Minuk Ma, Sunjae Yoon, Junyeong Kim, Youngjoon Lee, Sunghun Kang, Chang D. Yoo

* 16 pages, 6 figures, European Conference on Computer Vision, 2020 

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Modality Shifting Attention Network for Multi-modal Video Question Answering


Jul 04, 2020
Junyeong Kim, Minuk Ma, Trung Pham, Kyungsu Kim, Chang D. Yoo

* CVPR2020 accepted; poster 

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Cascade RPN: Delving into High-Quality Region Proposal Network with Adaptive Convolution


Sep 15, 2019
Thang Vu, Hyunjun Jang, Trung X. Pham, Chang D. Yoo

* To appear in NeurIPS 2019 (spotlight) 

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Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering


May 28, 2019
Junyeong Kim, Minuk Ma, Kyungsu Kim, Sungjin Kim, Chang D. Yoo

* Accepted to IJCNN2019, oral 

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Edge-labeling Graph Neural Network for Few-shot Learning


May 04, 2019
Jongmin Kim, Taesup Kim, Sungwoong Kim, Chang D. Yoo

* accepted to CVPR 2019 

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Progressive Attention Memory Network for Movie Story Question Answering


Apr 18, 2019
Junyeong Kim, Minuk Ma, Kyungsu Kim, Sungjin Kim, Chang D. Yoo

* CVPR 2019, Accepted 

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A Resizable Mini-batch Gradient Descent based on a Multi-Armed Bandit


Feb 27, 2018
Seong Jin Cho, Sunghun Kang, Chang D. Yoo

* 8 pages, 5 figures, 5 tables 

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Meta-Learning via Feature-Label Memory Network


Oct 19, 2017
Dawit Mureja, Hyunsin Park, Chang D. Yoo

* https://github.com/Dawitmu/Meta-Learning-via-Feature-Label-Memory-Network 

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Early Improving Recurrent Elastic Highway Network


Aug 14, 2017
Hyunsin Park, Chang D. Yoo

* 9 pages, 3 figures 

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Deep Attribute Networks


Nov 28, 2012
Junyoung Chung, Donghoon Lee, Youngjoo Seo, Chang D. Yoo

* This paper has been withdrawn by the author due to a crucial grammatical errors 

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