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

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