一般化性能

How Does Mixup Help With Robustness and Generalization?

Authors: Linjun Zhang, Zhun Deng, Kenji Kawaguchi, Amirata Ghorbani, James Zou | Published: 2020-10-09 | Updated: 2021-03-17
ポイズニング
ロバスト性評価
一般化性能

Anomaly detection with superexperts under delayed feedback

Authors: Raisa Dzhamtyrova, Carsten Maple | Published: 2020-10-08 | Updated: 2021-04-22
ゲーム理論
一般化性能
重み更新手法

Multi-Task Variational Information Bottleneck

Authors: Weizhu Qian, Bowei Chen, Yichao Zhang, Guanghui Wen, Franck Gechter | Published: 2020-07-01 | Updated: 2021-03-01
アルゴリズム設計
一般化性能
機械学習手法

Enhancing Certified Robustness via Smoothed Weighted Ensembling

Authors: Chizhou Liu, Yunzhen Feng, Ranran Wang, Bin Dong | Published: 2020-05-19 | Updated: 2021-02-23
アルゴリズム
一般化性能
研究方法論

Domain Adaptive Transfer Attack (DATA)-based Segmentation Networks for Building Extraction from Aerial Images

Authors: Younghwan Na, Jun Hee Kim, Kyungsu Lee, Juhum Park, Jae Youn Hwang, Jihwan P. Choi | Published: 2020-04-11 | Updated: 2020-04-29
セマンティック情報抽出
一般化性能
敵対的攻撃手法

Robust Classification using Robust Feature Augmentation

Authors: Kevin Eykholt, Swati Gupta, Atul Prakash, Amir Rahmati, Pratik Vaishnavi, Haizhong Zheng | Published: 2019-05-26 | Updated: 2019-09-18
データ拡張技術
一般化性能
機械学習技術

Rearchitecting Classification Frameworks For Increased Robustness

Authors: Varun Chandrasekaran, Brian Tang, Nicolas Papernot, Kassem Fawaz, Somesh Jha, Xi Wu | Published: 2019-05-26 | Updated: 2019-12-03
ロバスト性向上
一般化性能
敵対的サンプル

F-BLEAU: Fast Black-box Leakage Estimation

Authors: Giovanni Cherubin, Konstantinos Chatzikokolakis, Catuscia Palamidessi | Published: 2019-02-04 | Updated: 2020-10-27
一般化性能
収束保証
情報漏洩分析

Calibrate: Frequency Estimation and Heavy Hitter Identification with Local Differential Privacy via Incorporating Prior Knowledge

Authors: Jinyuan Jia, Neil Zhenqiang Gong | Published: 2018-12-05 | Updated: 2018-12-11
データ収集
一般化性能
確率分布

Regularized Ensembles and Transferability in Adversarial Learning

Authors: Yifan Chen, Yevgeniy Vorobeychik | Published: 2018-12-05
モデルの頑健性保証
一般化性能
知識移転性