アルゴリズム

An Adversarial Approach for Explaining the Predictions of Deep Neural Networks

Authors: Arash Rahnama, Andrew Tseng | Published: 2020-05-20 | Updated: 2020-09-28
アルゴリズム
ポイズニング
統計的分析

Graph Structure Learning for Robust Graph Neural Networks

Authors: Wei Jin, Yao Ma, Xiaorui Liu, Xianfeng Tang, Suhang Wang, Jiliang Tang | Published: 2020-05-20 | Updated: 2020-06-27
アルゴリズム
グラフ表現学習
最適化戦略

Continuous LWE

Authors: Joan Bruna, Oded Regev, Min Jae Song, Yi Tang | Published: 2020-05-19 | Updated: 2020-10-24
アルゴリズム
計算問題
量子情報と量子計算

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

A Survey on Unknown Presentation Attack Detection for Fingerprint

Authors: Jag Mohan Singh, Ahmed Madhun, Guoqiang Li, Raghavendra Ramachandra | Published: 2020-05-17
アルゴリズム
機械学習手法

Universal Adversarial Perturbations: A Survey

Authors: Ashutosh Chaubey, Nikhil Agrawal, Kavya Barnwal, Keerat K. Guliani, Pramod Mehta | Published: 2020-05-16
アルゴリズム
損失関数
敵対的サンプル

Byzantine-Resilient SGD in High Dimensions on Heterogeneous Data

Authors: Deepesh Data, Suhas Diggavi | Published: 2020-05-16
アルゴリズム
損失関数
機械学習アルゴリズム

Towards Assessment of Randomized Smoothing Mechanisms for Certifying Adversarial Robustness

Authors: Tianhang Zheng, Di Wang, Baochun Li, Jinhui Xu | Published: 2020-05-15 | Updated: 2020-06-07
アルゴリズム
機械学習アルゴリズム
機械学習手法

DeepRobust: A PyTorch Library for Adversarial Attacks and Defenses

Authors: Yaxin Li, Wei Jin, Han Xu, Jiliang Tang | Published: 2020-05-13
アルゴリズム
グラフ機械学習の説明可能性
防御効果分析

Byzantine-Robust Decentralized Stochastic Optimization over Static and Time-Varying Networks

Authors: Jie Peng, Weiyu Li, Qing Ling | Published: 2020-05-12 | Updated: 2020-12-18
アルゴリズム
ロバスト性評価
性能低下の要因