深層学習手法

Provably robust deep generative models

Authors: Filipe Condessa, Zico Kolter | Published: 2020-04-22
堅牢性向上手法
敵対的攻撃
深層学習手法

Probabilistic Safety for Bayesian Neural Networks

Authors: Matthew Wicker, Luca Laurenti, Andrea Patane, Marta Kwiatkowska | Published: 2020-04-21 | Updated: 2020-06-19
ベイズセキュリティ
ロバスト性に関する評価
深層学習手法

Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations

Authors: Aditya Golatkar, Alessandro Achille, Stefano Soatto | Published: 2020-03-05 | Updated: 2020-10-29
マシン・アンラーニング
情報隠蔽手法
深層学習手法

Federated Learning with Matched Averaging

Authors: Hongyi Wang, Mikhail Yurochkin, Yuekai Sun, Dimitris Papailiopoulos, Yasaman Khazaeni | Published: 2020-02-15
最適化戦略
深層学習手法
連合学習

Fast is better than free: Revisiting adversarial training

Authors: Eric Wong, Leslie Rice, J. Zico Kolter | Published: 2020-01-12
敵対的サンプル
敵対的攻撃
深層学習手法

Campfire: Compressible, Regularization-Free, Structured Sparse Training for Hardware Accelerators

Authors: Noah Gamboa, Kais Kudrolli, Anand Dhoot, Ardavan Pedram | Published: 2020-01-09 | Updated: 2020-01-13
プルーニング手法
ロバスト性に関する評価
深層学習手法

Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud

Authors: Shuang Zhang, Liyao Xiang, Congcong Li, Yixuan Wang, Quanshi Zhang, Wei Wang, Bo Li | Published: 2019-12-18 | Updated: 2021-06-15
プライバシー保護
性能評価指標
深層学習手法

DAmageNet: A Universal Adversarial Dataset

Authors: Sizhe Chen, Xiaolin Huang, Zhengbao He, Chengjin Sun | Published: 2019-12-16
データ生成
ロバスト性
深層学習手法

Potential adversarial samples for white-box attacks

Authors: Amir Nazemi, Paul Fieguth | Published: 2019-12-13
ロバスト性
敵対的スペクトル攻撃検出
深層学習手法

Detecting and Correcting Adversarial Images Using Image Processing Operations

Authors: Huy H. Nguyen, Minoru Kuribayashi, Junichi Yamagishi, Isao Echizen | Published: 2019-12-11 | Updated: 2019-12-30
敵対的スペクトル攻撃検出
深層学習手法
透かし技術