DNN IP保護手法

PAD: Towards Principled Adversarial Malware Detection Against Evasion Attacks

Authors: Deqiang Li, Shicheng Cui, Yun Li, Jia Xu, Fu Xiao, Shouhuai Xu | Published: 2023-02-22 | Updated: 2023-04-06
DNN IP保護手法
ウォーターマーキング
脆弱性検出

MultiRobustBench: Benchmarking Robustness Against Multiple Attacks

Authors: Sihui Dai, Saeed Mahloujifar, Chong Xiang, Vikash Sehwag, Pin-Yu Chen, Prateek Mittal | Published: 2023-02-21 | Updated: 2023-07-20
DNN IP保護手法
ポイズニング
モデル性能評価

Temporal Robustness against Data Poisoning

Authors: Wenxiao Wang, Soheil Feizi | Published: 2023-02-07 | Updated: 2023-12-06
DNN IP保護手法
ポイズニング攻撃
脅威モデリング

SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification

Authors: Gorka Abad, Jing Xu, Stefanos Koffas, Behrad Tajalli, Stjepan Picek, Mauro Conti | Published: 2023-02-03 | Updated: 2023-04-21
DNN IP保護手法
ポイズニング
ポイズニング攻撃

Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation

Authors: Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas | Published: 2023-02-03 | Updated: 2023-10-14
DNN IP保護手法
ウォーターマーキング
モデル性能評価

Deep Learning model integrity checking mechanism using watermarking technique

Authors: Shahinul Hoque, Farhin Farhad Riya, Yingyuan Yang, Jinyuan Sun | Published: 2023-01-29 | Updated: 2025-03-21
DNN IP保護手法
ウォーターマーキング
モデルアーキテクチャ

DODEM: DOuble DEfense Mechanism Against Adversarial Attacks Towards Secure Industrial Internet of Things Analytics

Authors: Onat Gungor, Tajana Rosing, Baris Aksanli | Published: 2023-01-23
DNN IP保護手法
ウォーターマーキング
検出手法の分析

Split Ways: Privacy-Preserving Training of Encrypted Data Using Split Learning

Authors: Tanveer Khan, Khoa Nguyen, Antonis Michalas | Published: 2023-01-20
DNN IP保護手法
FLとHEの統合
プライバシー保護技術

On the Vulnerability of Backdoor Defenses for Federated Learning

Authors: Pei Fang, Jinghui Chen | Published: 2023-01-19
DNN IP保護手法
ポイズニング
特徴重要度分析

SoK: Adversarial Machine Learning Attacks and Defences in Multi-Agent Reinforcement Learning

Authors: Maxwell Standen, Junae Kim, Claudia Szabo | Published: 2023-01-11
DNN IP保護手法
敵対的攻撃手法
構造的攻撃