連合学習

Leveraging Centric Data Federated Learning Using Blockchain For Integrity Assurance

Authors: Riadh Ben Chaabene, Darine Amayed, Mohamed Cheriet | Published: 2022-06-09
スマートコントラクト
連合学習

Analytical Composition of Differential Privacy via the Edgeworth Accountant

Authors: Hua Wang, Sheng Gao, Huanyu Zhang, Milan Shen, Weijie J. Su | Published: 2022-06-09
プライバシー評価
連合学習
関数の定義

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

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

Performance Weighting for Robust Federated Learning Against Corrupted Sources

Authors: Dimitris Stripelis, Marcin Abram, Jose Luis Ambite | Published: 2022-05-02
データ汚染検出
ポイズニング
連合学習

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12
プライバシーリスク管理
プライバシー保護
連合学習

Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System

Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11
プライバシーリスク管理
ブロックチェーン技術
連合学習

Data privacy protection in microscopic image analysis for material data mining

Authors: Boyuan Ma, Xiang Yin, Xiaojuan Ban, Haiyou Huang, Neng Zhang, Hao Wang, Weihua Xue | Published: 2021-11-09
機械学習のプライバシー保護
連合学習