FLARE: Fingerprinting Deep Reinforcement Learning Agents using Universal Adversarial Masks

Author:

A. Tekgul Buse G.1ORCID,N. Asokan 2ORCID

Affiliation:

1. Network Systems and Security Research, Nokia Bell Labs, Finland and Computer Science, Aalto University, Finland

2. David R. Cheriton School of Computer Science, University of Waterloo, Canada and Computer Science, Aalto University, Finland

Funder

Intel Labs

Publisher

ACM

Reference45 articles.

1. Yossi Adi , Carsten Baum , Moustapha Cissé , Benny Pinkas , and Joseph Keshet . 2018 . Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring . In 27th USENIX Security Symposium, USENIX Security 2018 , Baltimore, MD, USA , August 15-17, 2018, William Enck and Adrienne Porter Felt (Eds.). USENIX Association, 1615–1631. Yossi Adi, Carsten Baum, Moustapha Cissé, Benny Pinkas, and Joseph Keshet. 2018. Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring. In 27th USENIX Security Symposium, USENIX Security 2018, Baltimore, MD, USA, August 15-17, 2018, William Enck and Adrienne Porter Felt (Eds.). USENIX Association, 1615–1631.

2. Towards Better Interpretability in Deep Q-Networks

3. Vahid Behzadan and William  H. Hsu . 2019. Sequential Triggers for Watermarking of Deep Reinforcement Learning Policies. CoRR abs/1906.01126 ( 2019 ). arXiv:1906.01126http://arxiv.org/abs/1906.01126 Vahid Behzadan and William H. Hsu. 2019. Sequential Triggers for Watermarking of Deep Reinforcement Learning Policies. CoRR abs/1906.01126 (2019). arXiv:1906.01126http://arxiv.org/abs/1906.01126

4. The Arcade Learning Environment: An Evaluation Platform for General Agents

5. Xiaoyu Cao , Jinyuan Jia , and Neil Zhenqiang Gong . 2021 . IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary. In ASIA CCS ’21 : ACM Asia Conference on Computer and Communications Security, Virtual Event , Hong Kong , June 7-11, 2021, Jiannong Cao, Man Ho Au, Zhiqiang Lin, and Moti Yung (Eds.). ACM, 14–25. Xiaoyu Cao, Jinyuan Jia, and Neil Zhenqiang Gong. 2021. IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary. In ASIA CCS ’21: ACM Asia Conference on Computer and Communications Security, Virtual Event, Hong Kong, June 7-11, 2021, Jiannong Cao, Man Ho Au, Zhiqiang Lin, and Moti Yung (Eds.). ACM, 14–25.

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