발표자 | 신효정 |
---|---|
발표일자 | 2021-10-26 |
저자 | Liang Xu, Liying Zheng, Weijun Li, Zhenbo Chen, Weishun Song, Yue Deng, Yongzhe Chang, Jing Xiao, Bo Yuan |
학회명 | arXiv, 2021 |
논문지 |
댓글 2
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이지형
2021.10.26 19:45
Time Series에서 2D feature를 추출하여 CNN 기반 auto-encoder를 이용하여 outlier를 detection하는 논문으로 흥미로운 점이 있음. -
김호승
2021.10.26 20:16
좋은 발표 감사합니다.
Encoding 하는 과정에(z를 만들어 내는) 있는 Representation과 Decoding하는 과정(xhat을 만들어 내는)에 있는 Representation을 합쳐 준다고 하셨는데,
잘 작동한다면 이 2가지가 비슷할 것이라고 생각이 됩니다.(물론 z도 normal distribution 형태를 갖추겠지요)
그렇다면 이 때 산출되는 2개의 Similarity를 비교한 실험결과는 있었나요?
2022
Input Complexity and Out-of-distribution Detection with Likelihood-based Generative Models
2022.03.04
발표자: 노순철
발표일자: 2022-03-04

FedBABU: Toward Enhanced Representation for Federated Image Classification
2022.03.04
발표자: 홍만수
발표일자: 2022-03-04
저자: Jaehoon Oh, Sangmook Kim, Se-Young Yun
학회명: ICLR 2022

Online Knowledge Distillation for Efficient Pose Estimation
2022.03.03
발표자: 배현재
발표일자: 2022-03-04
저자: Zheng Li¹ , Jingwen Ye², Mingli Song², Ying Huang1, Zhigeng Pan1
학회명: ICCV 2021

Channelized Axial Attention – Considering Channel Relation within Spatial Attention for Semantic Segmentation
2022.03.04
발표자: 윤수현
발표일자: 2022-03-04
저자: Ye Huang, Di Kang, Wenjing Jin, *Xiangjian He, Liu Liu
학회명: AAAI 2022

GPipe: Easy Scaling with Micro-Batch Pipeline Parallelism
2022.02.22
발표자: 조영성
발표일자: 2022-02-22
저자: Yanping Huang, Youlong Cheng, Ankur Bapna, Orhan Firat, Mia Xu Chen, Dehao Chen, HyoukJoong Lee, Jiquan Ngiam, Quoc V. Le, Yonghui Wu, Zhifeng Chen
논문지: https://arxiv.org/abs/1811.06965
Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering
2022.02.22
발표자: 김누리
발표일자: 2022-02-22
저자: Lerner, Boaz, Guy Shiran, and Daphna Weinshall
학회명: arXiv preprint arXiv:2012.00504 (2020)

Deep Learning for Symbolic Mathematics
2022.02.22
발표자: 고설준
발표일자: 2022-02-22
저자: Guillaume Lample, François Charton
학회명: ICLR2020

Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples
2022.02.22
발표자: 김유성
발표일자: 2022-02-22
저자: Mahmoud Assran et al.
학회명: ICCV 2021

Universal Domain Adaptation through Self-Supervision
2022.02.22
발표자: 이진섭
발표일자: 2022-02-22
저자: Kuniaki Saito , Donghyun Kim, Stan Sclaroff, Kate Saenko
학회명: NIPS 2020

Contrastive Code Representation Learning
2022.02.15
발표자: 최윤석
발표일자: 2022-02-15
저자: Paras Jain, Ajay Jain, Tianjun Zhang, Pieter Abbeel, Joseph E. Gonzalez, Ion Stoica
학회명: EMNLP 2021

Do transformers really perform bad for graph representation?
2022.02.15
발표자: 김가형
발표일자: 2022-02-15
저자: Chengxuan Ying, Tianle Cai, Shengjie Luo, Shuxin Zheng, Guolin Ke, Di He, Yanming Shen, Tie-Yan Liu
학회명: NeurIPS 2021

Dual Attention Transfer in Session-based Recommendation with Multi-dimensional Integration
2022.02.15
발표자: 양희윤
발표일자: 2022-02-15
저자: Chen Chen, Jie Guo, Bin Song
학회명: ACM SIGIR 2021

Collaborative Unsupervised Visual Representation Learning from Decentralized Data
2022.01.18
발표자: 강용훈
발표일자: 2022-01-18
저자: Weiming Zhuang, Xin Gan , Yonggang Wen , Shuai Zhang , Shuai Yi
학회명: ICCV 2021

Can We Gain More from Orthogonality Regularizations in Training Deep CNNs?
2022.01.18
발표자: 안재한
발표일자: 2022-01-18
저자: Nitin Bansal, Xiaohan Chen, Zhangyang Wang
학회명: NeurIPS 2018

AUM: Identifying Mislabeled Data using the Area Under the Margin Ranking
2022.01.16
발표자: 강석규
발표일자: 2022-01-18
저자: Geoff Pleiss, Tianyi Zhang, Ethan R. Elenberg, Kilian Q. Weinberger
학회명: NIPS2022

MUTUAL INFORMATION STATE INTRINSIC CONTROL
2022.01.11
발표자: 길창배
발표일자: 2022-01-11
저자: Rui Zhao, Yang Gao, Pieter Abbeel, Volker Tresp, Wei Xu
학회명: ICLR 2021

Asynchronous Methods for Deep Reinforcement Learning (A3C)
2022.01.11
발표자: 채경훈
발표일자: 2022-01-11
저자: Volodymyr Mnih, Adrià Puigdomènech Badia, Mehdi Mirza, Alex Graves, Tim Harley, Timothy P. Lillicrap, David Silver, Koray Kavukcuoglu
학회명: ICML-2016

Federated Semi-supervised Learning with Inter-client Consistency & Disjoint Learning
2022.01.10
발표자: 홍만수
발표일자: 2022-01-11
저자: Wonyong Jeong, Jaehong Yoon, Eunho Yang, Sung Ju Hwang
학회명: ICLR 2021

CutPaste: Self-Supervised Learning for Anomaly Detection and Localization
2022.01.11
발표자: 박은미
발표일자: 2022-01-11
저자: Chun-Liang Li
논문지: CVPR2021
2021

Anomaly detection in multidimensional time series - a graph-based approach
2021.12.28
발표자: 신효정
발표일자: 2022-01-04
저자: Marcus Erz, Jeremy Floyd Kielman, Bahar Selvi Uzun and Gabriele Stefanie Gühring
논문지: Journal of Physics: Complexity 2021