ゲーム理論

Game-Theoretic and Machine Learning-based Approaches for Defensive Deception: A Survey

Authors: Mu Zhu, Ahmed H. Anwar, Zelin Wan, Jin-Hee Cho, Charles Kamhoua, Munindar P. Singh | Published: 2021-01-21 | Updated: 2021-05-08
ゲーム理論
サイバーセキュリティ
防御的欺瞞

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

A Generative Machine Learning Approach to Policy Optimization in Pursuit-Evasion Games

Authors: Shiva Navabi, Osonde A. Osoba | Published: 2020-10-04 | Updated: 2020-10-13
オンライン意思決定
ゲーム理論
深層学習

Information Obfuscation of Graph Neural Networks

Authors: Peiyuan Liao, Han Zhao, Keyulu Xu, Tommi Jaakkola, Geoffrey Gordon, Stefanie Jegelka, Ruslan Salakhutdinov | Published: 2020-09-28 | Updated: 2021-06-13
ゲーム理論
情報理論的プライバシー
最適化戦略

Finding Effective Security Strategies through Reinforcement Learning and Self-Play

Authors: Kim Hammar, Rolf Stadler | Published: 2020-09-17 | Updated: 2020-10-04
ゲーム理論
深層強化学習
脆弱性分析

A Game Theoretic Analysis of Additive Adversarial Attacks and Defenses

Authors: Ambar Pal, René Vidal | Published: 2020-09-14 | Updated: 2020-11-11
ゲーム理論
ポイズニング
敵対的訓練

Near Optimal Adversarial Attacks on Stochastic Bandits and Defenses with Smoothed Responses

Authors: Shiliang Zuo | Published: 2020-08-21 | Updated: 2024-03-14
ゲーム理論
攻撃手法
敵対的学習

More Than Privacy: Applying Differential Privacy in Key Areas of Artificial Intelligence

Authors: Tianqing Zhu, Dayong Ye, Wei Wang, Wanlei Zhou, Philip S. Yu | Published: 2020-08-05
ゲーム理論
プライバシー評価
機械学習

Private Post-GAN Boosting

Authors: Marcel Neunhoeffer, Zhiwei Steven Wu, Cynthia Dwork | Published: 2020-07-23 | Updated: 2021-03-25
ゲーム理論
プライバシー評価
性能評価

Security of Distributed Machine Learning: A Game-Theoretic Approach to Design Secure DSVM

Authors: Rui Zhang, Quanyan Zhu | Published: 2020-03-08 | Updated: 2020-04-26
ゲーム理論
ポイズニング
敵対的攻撃手法