2019

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks
2019.09.30
발표자: 정동언     발표일자: 2019-09-25     저자: Kimin Lee, Kibok Lee, Honglak Lee, Jinwoo Shin     학회명: NIPS 2018    

Learning to Model the Tail
2019.09.30
발표자: 신윤섭     발표일자: 2019-09-18     저자: Yu-Xiong Wang, Deva Ramanan, Martial Herbert     학회명: NIPS 2017    

A Style-Based Generator Architecture for Generative Adversarial Networks
2019.09.30
발표자: 최재우     발표일자: 2019-09-18     저자: Tero Karras, Samuli Laine, Timo Aila     학회명: CVPR 2019    

State-of-the-art Speech Recognition With Sequente-to-Sequence Models
2019.09.09
발표자: Henning M. Holen     발표일자: 2019-09-04     저자: Chung-Cheng Chiu, Tara N. Sainath, Yonghui Wu et al.     학회명: ICASSP 2018    

Dual Supervised Learning
2019.09.09
발표자: 나영근     발표일자: 2019-09-04     저자: Yingce Xia, Wei Chen, Jiang Bian et al.     학회명: ICML 2017    

Combating Label Noise in Deep Learning using Abstention
2019.09.09
발표자: 이원규     발표일자: 2019-08-29     저자: Sunil Thulasidasan, Tanmoy Bhattacharya, Jeffrey Bilmes et al.     학회명: ICML 2019    

Text Summarization with Pretrained Encoders
2019.09.09
발표자: 최윤석     발표일자: 2019-08-29     저자: Yang Liu, Mirella Lapata     논문지: arXiv    

Slimmable Neural Networks
2019.08.26
발표자: 이진호     발표일자: 2019-08-22     저자: Jiahui Yu, Linjie Yang, Ning Xu, Jianchao Yang, Thomas Huang     학회명: ICLR 2019    

Using Pre-Training Can Improve Robustness and Uncertainty
2019.08.26
발표자: 이상헌     발표일자: 2019-08-22     저자: Dan Hendrycks, Kimin Lee, Mantas Mazeika     학회명: ICML 2019    

Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context
2019.08.14
발표자: 원민섭     발표일자: 2019-08-14     저자: Zihang Dai, Zhilin Yang, Yiming Yang, Jaime Carbonell, Quoc V. Le, Ruslan Salakhutdinov     논문지: arXiv    

DeepAnT: A Deep Learning Apporach for Unsupervised Anomaly Detection in Time Series
2019.08.14
발표자: 김성규     발표일자: 2019-08-14     저자: Moshin Munir, Shoaib Ahmed Siddiqui, Andreas Dengel, Sheraz Ahmed     논문지: IEEE Access    

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
2019.08.14
발표자: 정동언     발표일자: 2019-08-14     저자: Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell     학회명: NIPS 2017    

Star-Transformer
2019.08.14
발표자: 전희광     발표일자: 2019-08-07     저자: Qipeng Guo, Xipeng Qiu, Pengfei Liu, Yunfan Shao, Xiangyang Xue, Zheng Zhang     학회명: NAACL2019    

The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks
2019.08.14
발표자: 이원규     발표일자: 2019-08-07     저자: Jonathan Frankle, Michael Carbin     학회명: ICLR 2019    

Towards Deep Learning Models Resistant to Adversarial Attacks, Adversarial logit paring
2019.07.29
발표자: 김누리     발표일자: 2019-07-25     저자: Mandry et al., Kannan et al.     논문지: arXiv    

OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations
2019.07.29
발표자: 최재우     발표일자: 2019-07-25     저자: Pramuditha Perera, Ramesh Nallapati, Bing Xiang     학회명: CVPR 2019    

ELASTIC: Improving CNNs with Dynamic Scaling Policies
2019.07.29
발표자: Henning M. Holen     발표일자: 2019-07-19     저자: Huiyu Wang, Aniruddha Kembhavi, Ali Farhadi, Alan Yuille , Mohammad Rastegari     학회명: CVPR 2019    

MASS: Masked Sequence to Sequence Pre-training for Language Generation
2019.07.29
발표자: 최윤석     발표일자: 2019-07-19     저자: Kaitao Song, Xu Tan, Tao Qin, Jianfeng Lu, Tie-Yan Liu     학회명: ICML 2019    

Large Scale Semantic Indexing with Deep Level-wise Extreme Multi-label Learning
2019.07.29
발표자: 신윤섭     발표일자: 2019-07-19     저자: Dingcheng Li, Jingyuan Zhang, Ping Li     학회명: WWW 2019    

Incremental Learning In Deep Convolutional Neural Networks Using Partial Network Sharing
2019.07.11
발표자: 지용성     발표일자: 2019-07-10     저자: Syed Shakib Sarwar et al     학회명: arXiv