2021

TadGAN: Time Series Anomaly Detection Using Generative Adversarial Networks
2021.05.26
발표자: 신효정     발표일자: 2021-05-26     저자: Alexander Geiger, Dongyu Liu, Sarah Alnegheimish, Alfredo Cuesta-Infante, Kalyan Veeramachaneni     학회명: IEEE International Conference on Big Data(BigData), 2020    

SWITCH TRANSFORMERS: SCALING TO TRILLION PARAMETER MODELS WITH SIMPLE AND EFFICIENT SPARSITY
2021.05.26
발표자: 나철원     발표일자: 2021-05-26     저자: William Fedus, Barret Zoph, Noam Shazeer (Google Brain)     학회명: arXiv 2021    

On the Relationship between Self-attention and Convolutional Layers
2021.05.26
발표자: 신재민     발표일자: 2021-05-26     저자: Jean-Baptiste Cordonnier     학회명: ICLR 2020    

The Role of ‘Sign’ and ‘Direction’ of Gradient on the Performance of CNN
2021.05.26
발표자: 조영성     발표일자: 2021-05-26     저자: Akshay Agarwal, Richa Singh, Mayank Vatsa     학회명: Conference on Computer Vision and Pattern Recognition Workshops. 2020.    

A Simple Semi-Supervised Learning Framework for Object Detection
2021.05.21
발표자: 김유성     발표일자: 2021-05-20     저자: Kihyuk Sohn, Zizhao Zhang     논문지: arXiv 2020 Dec    

Data Augmentation for graph Neural Networks
2021.05.20
발표자: 김호승     발표일자: 2021-05-20     학회명: AAAI2021    

Open Compound Domain Adaptation
2021.05.20
발표자: 이진섭     발표일자: 2021-05-20     저자: Ziwei Liu¹ , Zhongqi Miao², Xiaohang Pan¹, Xiaohang Zhan¹, Dahua Lin¹, Boqing Gong³ , Stella X. Yu²     학회명: 2020 CVPR    

CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
2021.05.13
발표자: 김누리     발표일자: 2021-05-13     저자: Li, Junnan, Caiming Xiong, and Steven Hoi     학회명: arXiv preprint arXiv:2011.11183 (2020)    

FEDBN: FEDERATED LEARNING ON NON-IID FEATURES VIA LOCAL BATCH NORMALIZATION
2021.05.13
발표자: 임지영     발표일자: 2021-05-13     저자: Xiaoxiao Li ∗     학회명: ICLR2021    

SIT3: Code Summarization with Structure-Induced Transformer
2021.05.13
발표자: 최윤석     발표일자: 2021-05-13     저자: Hongqiu Wu, Hai Zhao, Min Zhang    

Gradient-based Adversarial Attacks against Text Transformers
2021.05.13
발표자: 김사무엘     발표일자: 2021-05-13     저자: Chuan Guo, Alexandre Sablayrolles, Hervé Jégou, Douwe Kiela    

Do ImageNet Classifiers Generalize to ImageNet?
2021.04.28
발표자: 조영성     발표일자: 2021-04-28     저자: Benjamin Recht, Rebecca Roelofs, Ludwig Schmidt, Vaishaal Shankar     학회명: International Conference on Machine Learning    

Unsupervised Text Style Transfer with Padded Masked Language Models
2021.04.28
발표자: Eden     발표일자: 2021-04-28     저자: Eric Malmi, Aliaksei Severyn, Sascha Rothe     학회명: EMNLP 2020    

an Alternative Approach to Efficient Ensemble and Lifelong Learning
2021.04.28
발표자: 강석규     발표일자: 2021-04-28     저자: Yeming Wen, Dustin Tran, Jimmy Ba     학회명: ICLR2020    

Continual Local Training for Better Initialization of Federated Models, Overcoming Forgetting in Federated Learning on Non-IID Data
2021.04.28
발표자: 강용훈     발표일자: 2021-04-28     저자: *Xin Yao, Lifeng Sun **Neta Shoham , Tomer Avidor , Aviv Keren , Nadav Israel , Daniel Benditkis , Liron Mor-Yosef , Itai Zeitak     학회명: ICIP 2020, NIPS2019 Workshop    

High-Performance Large-Scale Image Recognition Without Normalization
2021.04.21
발표자: 박은미     발표일자: 2021-04-21     저자: Andrew Brock    

FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks
2021.04.21
발표자: 김가형     발표일자: 2021-04-21     저자: Chaoyang He & Keshav Balasubramanian & Emir Ceyani ∗     학회명: ICLR 2021, MLsys 2021    

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
2021.04.07
발표자: 윤수현     발표일자: 2021-04-07     저자: Ze Liu, Yutong Lin, Yue Cao, Han Hu, Yixuan Wei, Zheng Zhang, Stephen Lin, Baining Guo     학회명: arXiv 2021    

BERT-ATTACK: Adversarial Attack Against BERT Using BERT
2021.04.07
발표자: 나철원     발표일자: 2021-04-07     저자: Linyang Li, Routian Ma, Qipeng Guo, Xiangyang Xue, Xipeng Qiu     학회명: EMNLP 2020    

Detecting Out-of-Distribution Examples with Gram Matrices
2021.04.07
발표자: 노순철     발표일자: 2021-04-07     저자: Chandramouli S. Sastry, Sageev Oore 1     학회명: ICML2020