Publications

2019

Behzadan, Vahid; Minton, James; Munir, Arslan

TrolleyMod v1. 0: An Open-Source Simulation and Data-Collection Platform for Ethical Decision Making in Autonomous Vehicles Inproceedings

Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and Society, pp. 391–395, ACM 2019.

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Hahn, Dalton A; Munir, Arslan; Behzadan, Vahid

Security and Privacy Issues in Intelligent Transportation Systems: Classification and Challenges Journal Article

IEEE Intell. Transp. Syst, 2019.

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Behzadan, Vahid; Hsu, William

Adversarial Exploitation of Policy Imitation Journal Article

arXiv preprint arXiv:1906.01121, 2019.

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Behzadan, Vahid; Hsu, William

Sequential Triggers for Watermarking of Deep Reinforcement Learning Policies Journal Article

arXiv preprint arXiv:1906.01126, 2019.

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Behzadan, Vahid; Hsu, William

Analysis and Improvement of Adversarial Training in DQN Agents With Adversarially-Guided Exploration (AGE) Journal Article

arXiv preprint arXiv:1906.01119, 2019.

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Behzadan, Vahid; Hsu, William

RL-Based Method for Benchmarking the Adversarial Resilience and Robustness of Deep Reinforcement Learning Policies Journal Article

arXiv preprint arXiv:1906.01110, 2019.

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Behzadan, Vahid

Security of deep reinforcement learning PhD Thesis

2019.

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Bose, Avishek; Behzadan, Vahid; Aguirre, Carlos; Hsu, William H

A Novel Approach for Detection and Ranking of Trendy and Emerging Cyber Threat Events in Twitter Streams Journal Article

arXiv preprint arXiv:1907.07768, 2019.

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2018

Behzadan, Vahid; Munir, Arslan; Yampolskiy, Roman V

A psychopathological approach to safety engineering in ai and agi Inproceedings

International Conference on Computer Safety, Reliability, and Security, pp. 513–520, Springer, Cham 2018.

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Papernot, Nicolas; Faghri, Fartash; Carlini, Nicholas; Goodfellow, Ian; Feinman, Reuben; Kurakin, Alexey; Xie, Cihang; Sharma, Yash; Brown, Tom; Roy, Aurko; others,

Technical Report on the CleverHans v2.1.0 Adversarial Examples Library Journal Article

arXiv preprint arXiv:1610.00768v6, 10 , 2018.

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Behzadan, Vahid; Munir, Arslan

Adversarial reinforcement learning framework for benchmarking collision avoidance mechanisms in autonomous vehicles Journal Article

arXiv preprint arXiv:1806.01368, 2018.

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Behzadan, Vahid; Munir, Arslan

Mitigation of Policy Manipulation Attacks on Deep Q-Networks with Parameter-Space Noise Inproceedings

International Conference on Computer Safety, Reliability, and Security, pp. 406–417, Springer, Cham 2018.

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Behzadan, Vahid; Munir, Arslan

The faults in our pi stars: Security issues and open challenges in deep reinforcement learning Journal Article

arXiv preprint arXiv:1810.10369, 2018.

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Behzadan, Vahid; Yampolskiy, Roman V; Munir, Arslan

Emergence of Addictive Behaviors in Reinforcement Learning Agents Journal Article

arXiv preprint arXiv:1811.05590, 2018.

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Behzadan, Vahid; Munir, Arslan

Adversarial Exploitation of Emergent Dynamics in Smart Cities Inproceedings

2018 IEEE International Smart Cities Conference (ISC2), pp. 1–8, IEEE 2018.

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Behzadan, Vahid; Aguirre, Carlos; Bose, Avishek; Hsu, William

Corpus and Deep Learning Classifier for Collection of Cyber Threat Indicators in Twitter Stream Inproceedings

2018 IEEE International Conference on Big Data (Big Data), pp. 5002–5007, IEEE 2018.

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2017

Behzadan, Vahid; Munir, Arslan

Vulnerability of deep reinforcement learning to policy induction attacks Inproceedings

International Conference on Machine Learning and Data Mining in Pattern Recognition, pp. 262–275, Springer, Cham 2017.

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Behzadan, Vahid; Rekabdar, Banafsheh

A game-theoretic model for analysis and design of self-organization mechanisms in IoT Inproceedings

International Conference on Game Theory for Networks, pp. 74–85, Springer, Cham 2017.

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Behzadan, Vahid

Cyber-physical attacks on uas networks-challenges and open research problems Journal Article

arXiv preprint arXiv:1702.01251, 2017.

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Behzadan, Vahid; Nourmohammadi, Amin; Gunes, Mehmet; Yuksel, Murat

On Fighting Fire with Fire: Strategic Destabilization of Terrorist Networks Inproceedings

Proceedings of the 2017 $$IEEE/ACM$$ International Conference on Advances in Social Networks Analysis and Mining 2017, Sydney, Australia, July 31 – August 03, 2017, pp. 1120–1127, 2017.

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Behzadan, Vahid; Munir, Arslan

Models and Framework for Adversarial Attacks on Complex Adaptive Systems Journal Article

arXiv preprint arXiv:1709.04137, 2017.

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Behzadan, Vahid; Munir, Arslan

Whatever does not kill deep reinforcement learning, makes it stronger Journal Article

arXiv preprint arXiv:1712.09344, 2017.

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2016

Bhunia, Suman; Behzadan, Vahid; Regis, Paulo Alexandre; Sengupta, Shamik

Adaptive beam nulling in multihop ad hoc networks against a jammer in motion Journal Article

Computer Networks, 109 , pp. 50–66, 2016.

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Behzadan, Vahid

Real-time inference of topological structure and vulnerabilities for adaptive jamming against covert ad hoc networks PhD Thesis

2016.

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Fissel, Lauren; Breitmeyer, Ronald J

Evaluation of Uncertainty for Soil Water Characteristic Curve Measurements and the Implications for Predicting the Hydro-Mechanical Behavior of Unsaturated Soils Incollection

Geotechnical Frontiers 2017, pp. 579–588, 2016.

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2015

Bhunia, Suman; Behzadan, Vahid; Regis, Paulo Alexandre; Sengupta, Shamik

Performance of adaptive beam nulling in multihop ad-hoc networks under jamming Inproceedings

2015 IEEE 17th International Conference on High Performance Computing and Communications, 2015 IEEE 7th International Symposium on Cyberspace Safety and Security, and 2015 IEEE 12th International Conference on Embedded Software and Systems, pp. 1236–1241, IEEE 2015.

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Bhunia, Suman; Behzadan, Vahid; Sengupta, Shamik

Enhancement of spectrum utilization in non-contiguous dsa with online defragmentation Inproceedings

MILCOM 2015-2015 IEEE Military Communications Conference, pp. 432–437, IEEE 2015.

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2011

Ebrahimi, Mohammad Sadegh; Daraei, Mohammad Hossein; Behzadan, Vahid; Khajooeizadeh, Anahid; Behrostaghi, Shervin Ardeshir; Tajvidi, Milad

A novel utilization of cluster-tree wireless sensor networks for situation awareness in smart grids Inproceedings

2011 IEEE PES Innovative Smart Grid Technologies, pp. 1–5, IEEE 2011.

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