文献データベース

Gradient Obfuscation Gives a False Sense of Security in Federated Learning

Authors: Kai Yue, Richeng Jin, Chau-Wai Wong, Dror Baron, Huaiyu Dai | Published: 2022-06-08 | Updated: 2022-10-14
DFLに対する攻撃手法
ポイズニング
再構築耐久性

Dap-FL: Federated Learning flourishes by adaptive tuning and secure aggregation

Authors: Qian Chen, Zilong Wang, Jiawei Chen, Haonan Yan, Xiaodong Lin | Published: 2022-06-08
強化学習
深層学習手法
連合学習

Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07
データ管理システム
プライバシー評価
連合学習

Group privacy for personalized federated learning

Authors: Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi | Published: 2022-06-07 | Updated: 2022-09-04
プライバシー評価
ポイズニング
連合学習

Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?

Authors: Huiyu Li, Nicholas Ayache, Hervé Delingette | Published: 2022-06-07
DFLに対する攻撃手法
プライバシー評価
メンバーシップ推論

Building Robust Ensembles via Margin Boosting

Authors: Dinghuai Zhang, Hongyang Zhang, Aaron Courville, Yoshua Bengio, Pradeep Ravikumar, Arun Sai Suggala | Published: 2022-06-07
ポイズニング
ロバスト性
敵対的攻撃手法

Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples

Authors: Dongyoon Yang, Insung Kong, Yongdai Kim | Published: 2022-06-07 | Updated: 2023-06-01
ロバスト性
敵対的サンプル
敵対的攻撃手法

Subject Membership Inference Attacks in Federated Learning

Authors: Anshuman Suri, Pallika Kanani, Virendra J. Marathe, Daniel W. Peterson | Published: 2022-06-07 | Updated: 2023-06-02
DFLに対する攻撃手法
メンバーシップ推論
連合学習

FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Authors: Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Zhongliang Yang, Yongfeng Huang, Xing Xie | Published: 2022-06-07 | Updated: 2022-10-31
バイアス
ポイズニング
対抗的学習

Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization

Authors: Aniket Das, Bernhard Schölkopf, Michael Muehlebach | Published: 2022-06-07 | Updated: 2022-10-10
収束性分析
形式的検証
関数の定義