Using computational game theory to guide verification and security in hardware designs
Title | Using computational game theory to guide verification and security in hardware designs |
Publication Type | Conference Paper |
Year of Publication | 2017 |
Authors | Smith, A. M., Mayo, J. R., Kammler, V., Armstrong, R. C., Vorobeychik, Y. |
Conference Name | 2017 IEEE International Symposium on Hardware Oriented Security and Trust (HOST) |
Date Published | 19 June 2017 |
Publisher | IEEE |
ISBN Number | 978-1-5386-3929-0 |
Keywords | complex designs, composability, computational game theory, Computational modeling, data protection, defender strategy, design network structure, Embedded systems, formal methods, game theory, Games, Hardware, hardware validation, hardware verification, Laboratories, Metrics, open-source synthesized hardware designs, optimal security deployment strategy, pubcrawl, reliability, reliability threats, Resiliency, resource allocation, Safety, safety properties, security, security of data, security properties, Stackelberg security games model, system state space, valuable verification resource allocation, verification costs |
Abstract | Verifying that hardware design implementations adhere to specifications is a time intensive and sometimes intractable problem due to the massive size of the system's state space. Formal methods techniques can be used to prove certain tractable specification properties; however, they are expensive, and often require subject matter experts to develop and solve. Nonetheless, hardware verification is a critical process to ensure security and safety properties are met, and encapsulates problems associated with trust and reliability. For complex designs where coverage of the entire state space is unattainable, prioritizing regions most vulnerable to security or reliability threats would allow efficient allocation of valuable verification resources. Stackelberg security games model interactions between a defender, whose goal is to assign resources to protect a set of targets, and an attacker, who aims to inflict maximum damage on the targets after first observing the defender's strategy. In equilibrium, the defender has an optimal security deployment strategy, given the attacker's best response. We apply this Stackelberg security framework to synthesized hardware implementations using the design's network structure and logic to inform defender valuations and verification costs. The defender's strategy in equilibrium is thus interpreted as a prioritization of the allocation of verification resources in the presence of an adversary. We demonstrate this technique on several open-source synthesized hardware designs. |
URL | http://ieeexplore.ieee.org/document/7951808/ |
DOI | 10.1109/HST.2017.7951808 |
Citation Key | smith_using_2017 |
- Metrics
- complex designs
- composability
- computational game theory
- Computational modeling
- Data protection
- defender strategy
- design network structure
- embedded systems
- formal methods
- game theory
- Games
- Hardware
- hardware validation
- Hardware verification
- Laboratories
- verification costs
- open-source synthesized hardware designs
- optimal security deployment strategy
- pubcrawl
- Reliability
- reliability threats
- Resiliency
- resource allocation
- Safety
- safety properties
- security
- security of data
- Security Properties
- Stackelberg security games model
- system state space
- valuable verification resource allocation